diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..fe5650d4871748ed3233009d74f2a8b204bee53c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:11:49.811016+00:00",
+  "ended_at": "2026-05-19T16:11:53.003238+00:00",
+  "elapsed_ms": 3192.2,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6457,
+    "bytes_utf8": 6457,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..04236ddac833a277347394a3a4b01822dfb6f60f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:11:54.005568+00:00",
+  "ended_at": "2026-05-19T16:11:59.742743+00:00",
+  "elapsed_ms": 5737.15,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6457,
+    "bytes_utf8": 6457,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b09d7340905e808ec3286b370f31340f783d93e3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=s4, measure_col=s5.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "s4",
+    "measure_col": "s5",
+    "top_k": 13,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b09d7340905e808ec3286b370f31340f783d93e3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=s4, measure_col=s5.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "s4",
+    "measure_col": "s5",
+    "top_k": 13,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b0a7376052d296944df61e5ed7865d8f07f941fc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-fdcf-71e1-bf62-079cfdc10afe"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ae5806f9d2a867c4cdd54957dbd57b8905921491
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-fdcf-71e1-bf62-079cfdc10afe"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..249b1b6d9fb766572d622f3e30385ab06b811238
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-0e28-7ee2-a02e-02bed5441ebd"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..dd8f1eb657625076c4a600cbd32a7bd0031fb9aa
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-0e28-7ee2-a02e-02bed5441ebd"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0067b8f960b0972c/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b6fc1f5564b23c563f90c83bda7554b12ef1071a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6292, "bytes_utf8": 6292, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 303, "bytes_utf8": 303, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14121, "cached_input_tokens": 12032, "output_tokens": 299, "reasoning_output_tokens": 212}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..28169e4d1ebf15b0e50bfc46b47eebdf75456bf8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_0319093e40f8634e",
+    "api_calls": 0,
+    "input_tokens": 14121,
+    "cached_input_tokens": 12032,
+    "output_tokens": 299,
+    "total_tokens": 14420,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 8319.34,
+    "sql_execution_elapsed_ms_total": 456.69,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..046d35e91166b0ddea38154c76552b7e3acfd5c9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:32:37.292551+00:00",
+  "ended_at": "2026-05-19T15:32:45.611917+00:00",
+  "elapsed_ms": 8319.34,
+  "prompt_metrics": {
+    "chars": 6292,
+    "bytes_utf8": 6292,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 657,
+    "bytes_utf8": 657,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 303,
+      "bytes_utf8": 303,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14121,
+      "cached_input_tokens": 12032,
+      "output_tokens": 299,
+      "reasoning_output_tokens": 212
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e8c9b11668754784af72b8bd840b0acb78f90921
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_count",
+    "template_name": "Grouped Count by Category",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=s3.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "s3",
+    "top_k": 10,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..695f1cdda242c4ecadd6e93180d140f298ff3376
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40de-1855-7b70-9ff0-300699644cb5"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"s3\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s3\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the Grouped Count by Category template with group_col bound to \\\"s3\\\" to inspect the count distribution of rows across s3 subgroups.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14121,"cached_input_tokens":12032,"output_tokens":299,"reasoning_output_tokens":212}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f5ac69bb1217d007571cf8a0540f0fa6f9a12133
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"s3\", COUNT(*) AS \"row_count\"\nFROM \"c10\"\nGROUP BY \"s3\"\nORDER BY \"row_count\" DESC;","notes":"Uses the Grouped Count by Category template with group_col bound to \"s3\" to inspect the count distribution of rows across s3 subgroups."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0319093e40f8634e/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5ec3419ea8cbc7dcfbf9df6b094ee044426fb505
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=c5, condition_col=s1.
+Result preview: [{"c5": "5", "condition_rate": 0.25218627438536817}, {"c5": "1", "condition_rate": 0.2514261755625294}, {"c5": "6", "condition_rate": 0.25141884943055576}, {"c5": "7", "condition_rate": 0.2508055785518691}, {"c5": "4", "condition_rate": 0.2503409090909091}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..351d2525f9ecc3778f86842768ce076363919808
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: conditional_dependency_structure
+-- canonical_subitem_id: direction_consistency
+-- intended_facet_id: conditional_rate_shift
+-- variant_semantic_role: within_group_proportion
+-- template_id: tpl_m4_group_condition_rate
+-- query_record_id: v2q_c10_0653c9fa08e673b7
+-- problem_id: v2p_c10_fac06ec52865343f
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "c5",
+       AVG(CASE WHEN "s1" = '2' THEN 1 ELSE 0 END) AS condition_rate
+FROM "c10"
+GROUP BY "c5"
+ORDER BY condition_rate DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..534959bbb4a4550938ff95c4e2bfbdb0e20dae34
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/query_results.jsonl
@@ -0,0 +1 @@
+{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"c5\",\n       AVG(CASE WHEN \"s1\" = '2' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"c10\"\nGROUP BY \"c5\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"c5\\\",\\n       AVG(CASE WHEN \\\"s1\\\" = '2' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c5\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"c5\", \"condition_rate\"], \"rows\": [{\"c5\": \"5\", \"condition_rate\": 0.25218627438536817}, {\"c5\": \"1\", \"condition_rate\": 0.2514261755625294}, {\"c5\": \"6\", \"condition_rate\": 0.25141884943055576}, {\"c5\": \"7\", \"condition_rate\": 0.2508055785518691}, {\"c5\": \"4\", \"condition_rate\": 0.2503409090909091}, {\"c5\": \"2\", \"condition_rate\": 0.24958742236611697}, {\"c5\": \"8\", \"condition_rate\": 0.24953188259109313}, {\"c5\": \"13\", \"condition_rate\": 0.24951897959963812}, {\"c5\": \"12\", \"condition_rate\": 0.24946681480913885}, {\"c5\": \"3\", \"condition_rate\": 0.24852793155510822}, {\"c5\": \"9\", \"condition_rate\": 0.24758838383838383}, {\"c5\": \"11\", \"condition_rate\": 0.24630919665111523}, {\"c5\": \"10\", \"condition_rate\": 0.246236886118291}], \"row_count_returned\": 13, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 540.69}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..ac299b379efd488011a2e3a33ff0c81587a7a739
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T16:04:27.112391+00:00",
+  "ended_at": "2026-05-19T16:04:35.766481+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_0653c9fa08e673b7",
+    "problem_id": "v2p_c10_fac06ec52865343f",
+    "dataset_id": "c10",
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "family_id": "conditional_dependency_structure",
+    "canonical_subitem_id": "direction_consistency",
+    "intended_facet_id": "conditional_rate_shift",
+    "variant_semantic_role": "within_group_proportion",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=c5, condition_col=s1.",
+    "bindings": {
+      "group_col": "c5",
+      "condition_col": "s1",
+      "condition_value": "2",
+      "positive_value": "1",
+      "negative_value": "2",
+      "top_k": 17,
+      "top_n": 5,
+      "num_tiles": 10,
+      "percentile_value": 0.95,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.05,
+      "baseline_multiplier": 1.75,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 4,
+      "measure_threshold": 10.0,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "condition_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "notes": [
+      "default_facets=conditional_rate_shift",
+      "template_selection_mode=rule",
+      "problem_index_within_template=2",
+      "sql_variant_index=2/2",
+      "binding_index=97"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 9,
+    "problem_index_within_template": 2,
+    "sql_variant_index": 2,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_0653c9fa08e673b7.sql",
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_0653c9fa08e673b7",
+    "api_calls": 0,
+    "input_tokens": 14209,
+    "cached_input_tokens": 13696,
+    "output_tokens": 227,
+    "total_tokens": 14436,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 8095.46,
+    "sql_execution_elapsed_ms_total": 540.69,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..3918dc4d2c80618757da4ac07ad25c26a9957d10
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T16:04:35.223869+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 8095.46, "started_at": "2026-05-19T16:04:27.127634+00:00", "ended_at": "2026-05-19T16:04:35.223127+00:00", "prompt_metrics": {"chars": 6614, "bytes_utf8": 6614, "lines": 231, "estimated_tokens": null}, "response_metrics": {"chars": 350, "bytes_utf8": 350, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14209, "cached_input_tokens": 13696, "output_tokens": 227, "reasoning_output_tokens": 122}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"c5\\\",\\n       AVG(CASE WHEN \\\"s1\\\" = '2' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c5\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col=\\\"c5\\\" and condition_col=\\\"s1\\\", using condition_value '2' as bound.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..2671abc2ad494ca73b24b744988733915a755bce
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c10",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c10_0653c9fa08e673b7",
+  "api_calls": 0,
+  "input_tokens": 14209,
+  "cached_input_tokens": 13696,
+  "output_tokens": 227,
+  "total_tokens": 14436,
+  "cost_usd": 0.0,
+  "ai_cli_calls": 1,
+  "estimated_input_tokens": 0,
+  "estimated_output_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "ai_cli_json_usage",
+  "cli_elapsed_ms_total": 8095.46,
+  "sql_execution_elapsed_ms_total": 540.69,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0653c9fa08e673b7/cli/conversation.jsonl",
+  "note": "Executed through a local AI CLI with structured usage metadata."
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..3d05532c40820450a13091177a73ca21eb0d17a9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6372, "bytes_utf8": 6372, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 336, "bytes_utf8": 336, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14147, "cached_input_tokens": 12032, "output_tokens": 621, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..13dd81df3be71aba8e0e39d6671175d81255c684
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_0691ccbf5c6b7649",
+    "api_calls": 0,
+    "input_tokens": 14147,
+    "cached_input_tokens": 12032,
+    "output_tokens": 621,
+    "total_tokens": 14768,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 16326.57,
+    "sql_execution_elapsed_ms_total": 447.2,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..b826bfa115fc251e6f30be8dd27b225ecfe0e587
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:31:01.427445+00:00",
+  "ended_at": "2026-05-19T15:31:17.754042+00:00",
+  "elapsed_ms": 16326.57,
+  "prompt_metrics": {
+    "chars": 6372,
+    "bytes_utf8": 6372,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 702,
+    "bytes_utf8": 702,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 336,
+      "bytes_utf8": 336,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14147,
+      "cached_input_tokens": 12032,
+      "output_tokens": 621,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0c021eabfd68fe435e76cd28bc5c8de2dfbe4744
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=s4, measure_col=s4.",
+  "planned_template_id": "tpl_h2o_group_sum",
+  "bindings": {
+    "group_col": "s4",
+    "measure_col": "s4",
+    "top_k": 16,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6c71a8da06a794675af73a9a47e333c3d8ef5045
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40dc-a1c9-7193-a7ee-5e5e2612ee8a"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"s4\\\", SUM(CAST(\\\"s4\\\" AS NUMERIC)) AS \\\"total_measure\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s4\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the Grouped Numeric Sum template with group_col=\\\"s4\\\" and measure_col=\\\"s4\\\". CAST is used because the schema stores \\\"s4\\\" as TEXT in SQLite.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14147,"cached_input_tokens":12032,"output_tokens":621,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c03503422834dd9bbd233ed75d2a3250a94c4b4a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"s4\", SUM(CAST(\"s4\" AS NUMERIC)) AS \"total_measure\"\nFROM \"c10\"\nGROUP BY \"s4\"\nORDER BY \"total_measure\" DESC;","notes":"Applied the Grouped Numeric Sum template with group_col=\"s4\" and measure_col=\"s4\". CAST is used because the schema stores \"s4\" as TEXT in SQLite."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0691ccbf5c6b7649/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..e62cc0a27735e131d555fafdb045cb214a58a412
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7183, "bytes_utf8": 7183, "lines": 231, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 646, "bytes_utf8": 646, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14355, "cached_input_tokens": 12032, "output_tokens": 701, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..ae10bb0c68c02c61cad3bfa44f49c3a9174a5d2b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_08a4f48c038856ff",
+    "api_calls": 0,
+    "input_tokens": 14355,
+    "cached_input_tokens": 12032,
+    "output_tokens": 701,
+    "total_tokens": 15056,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 15739.89,
+    "sql_execution_elapsed_ms_total": 605.04,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..8c8d3d4a924b0b7dda72c2d753c02e4737650b31
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:41:38.804759+00:00",
+  "ended_at": "2026-05-19T15:41:54.544678+00:00",
+  "elapsed_ms": 15739.89,
+  "prompt_metrics": {
+    "chars": 7183,
+    "bytes_utf8": 7183,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1015,
+    "bytes_utf8": 1015,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 646,
+      "bytes_utf8": 646,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14355,
+      "cached_input_tokens": 12032,
+      "output_tokens": 701,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..cebe8f06e9c0eafbae7679d370967a57157b12f1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_ratio_two_conditions",
+    "template_name": "Grouped Ratio of Two Conditions",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=c2, condition_col=class.",
+  "planned_template_id": "tpl_m4_group_ratio_two_conditions",
+  "bindings": {
+    "group_col": "c2",
+    "condition_col": "class",
+    "condition_value": "0",
+    "positive_value": "0",
+    "negative_value": "1",
+    "top_k": 11,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b1e57c283063504e34b1a2cf923126900e250074
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e6-5b82-7db3-a34d-8ddf411f82c9"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n    SELECT \\\"c2\\\",\\n           SUM(CASE WHEN \\\"class\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"class\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"c2\\\"\\n)\\nSELECT \\\"c2\\\",\\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the grouped ratio template with group_col=\\\"c2\\\" and condition_col=\\\"class\\\", computing the ratio of class '0' to class '1' for each c2 value. NULLIF prevents division-by-zero.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14355,"cached_input_tokens":12032,"output_tokens":701,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..07a6cb2101c03f4b9e4b249490f65b219c016a57
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n    SELECT \"c2\",\n           SUM(CASE WHEN \"class\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN \"class\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n    FROM \"c10\"\n    GROUP BY \"c2\"\n)\nSELECT \"c2\",\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the grouped ratio template with group_col=\"c2\" and condition_col=\"class\", computing the ratio of class '0' to class '1' for each c2 value. NULLIF prevents division-by-zero."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_08a4f48c038856ff/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..94e3a6ff130477b421893d2ca1460758ff8dd195
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6925, "bytes_utf8": 6925, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 561, "bytes_utf8": 561, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14283, "cached_input_tokens": 13696, "output_tokens": 495, "reasoning_output_tokens": 334}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..3854cc0aad1e6d4075b2a389e7d07eee99e9a8ed
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_0a2d21dabad951e9",
+    "api_calls": 0,
+    "input_tokens": 14283,
+    "cached_input_tokens": 13696,
+    "output_tokens": 495,
+    "total_tokens": 14778,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 10496.82,
+    "sql_execution_elapsed_ms_total": 523.62,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..3820fd2187f1952649a022ebde4be342031ff6a7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:51:38.859424+00:00",
+  "ended_at": "2026-05-19T15:51:49.356284+00:00",
+  "elapsed_ms": 10496.82,
+  "prompt_metrics": {
+    "chars": 6925,
+    "bytes_utf8": 6925,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 928,
+    "bytes_utf8": 928,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 561,
+      "bytes_utf8": 561,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14283,
+      "cached_input_tokens": 13696,
+      "output_tokens": 495,
+      "reasoning_output_tokens": 334
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..03660f421d3655fc66fb2a65a39d8c39efa1cca1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=c2, measure_col=s1.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "c2",
+    "measure_col": "s1",
+    "top_k": 10,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8299721cc1846056425932526989c3c71d6de6f7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ef-8384-7cd0-921a-89500401bc78"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT \\\"c2\\\", SUM(CAST(\\\"s1\\\" AS NUMERIC)) AS group_value\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"c2\\\"\\n), total AS (\\n    SELECT SUM(group_value) AS total_value\\n    FROM grouped\\n)\\nSELECT g.\\\"c2\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.1\\nORDER BY g.group_value DESC;\",\"notes\":\"Used the provided template with group_col=\\\"c2\\\" and measure_col=\\\"s1\\\". CAST was added because the SQLite schema stores these fields as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14283,"cached_input_tokens":13696,"output_tokens":495,"reasoning_output_tokens":334}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..803e8cdb80c07ad7d45c8d03bdd0a98356c0ec2b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n    SELECT \"c2\", SUM(CAST(\"s1\" AS NUMERIC)) AS group_value\n    FROM \"c10\"\n    GROUP BY \"c2\"\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.\"c2\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.1\nORDER BY g.group_value DESC;","notes":"Used the provided template with group_col=\"c2\" and measure_col=\"s1\". CAST was added because the SQLite schema stores these fields as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_0a2d21dabad951e9/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..61ab171d468b621e1e515a1a7a833b6249621fcf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6770, "bytes_utf8": 6770, "lines": 230, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 505, "bytes_utf8": 505, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14265, "cached_input_tokens": 12032, "output_tokens": 665, "reasoning_output_tokens": 502}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..6e38dae66f6e8a7076ca9efb6c2732c6be6fb319
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_150e25373331ab7e",
+    "api_calls": 0,
+    "input_tokens": 14265,
+    "cached_input_tokens": 12032,
+    "output_tokens": 665,
+    "total_tokens": 14930,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 14434.69,
+    "sql_execution_elapsed_ms_total": 941.36,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..4e53883804324037667f438bf8b46028e59589e7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:34:24.773942+00:00",
+  "ended_at": "2026-05-19T15:34:39.208658+00:00",
+  "elapsed_ms": 14434.69,
+  "prompt_metrics": {
+    "chars": 6770,
+    "bytes_utf8": 6770,
+    "lines": 230,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 897,
+    "bytes_utf8": 897,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 505,
+      "bytes_utf8": 505,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14265,
+      "cached_input_tokens": 12032,
+      "output_tokens": 665,
+      "reasoning_output_tokens": 502
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c7d507d0819fa384c5d190d995da33478a220e5d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=c2, measure_col=c3.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "c2",
+    "measure_col": "c3",
+    "item_col": "s3",
+    "top_k": 10,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..47e04ea5111a7ac41579966c9e3707e9ff376733
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40df-bc1b-7211-80e6-a05e62307474"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"c2\\\", \\\"s3\\\",\\n       SUM(CAST(\\\"c3\\\" AS REAL)) AS \\\"total_measure\\\",\\n       SUM(CAST(\\\"c3\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"c3\\\" AS REAL))) OVER (PARTITION BY \\\"c2\\\") AS \\\"share_within_group\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c2\\\", \\\"s3\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the provided template with group_col=\\\"c2\\\", item_col=\\\"s3\\\", and measure_col=\\\"c3\\\". CAST is used because the schema stores these fields as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14265,"cached_input_tokens":12032,"output_tokens":665,"reasoning_output_tokens":502}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..da529d5f49706fc6c0ae0fbc14ec5ca6badcf050
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"c2\", \"s3\",\n       SUM(CAST(\"c3\" AS REAL)) AS \"total_measure\",\n       SUM(CAST(\"c3\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"c3\" AS REAL))) OVER (PARTITION BY \"c2\") AS \"share_within_group\"\nFROM \"c10\"\nGROUP BY \"c2\", \"s3\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the provided template with group_col=\"c2\", item_col=\"s3\", and measure_col=\"c3\". CAST is used because the schema stores these fields as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_150e25373331ab7e/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..a678e9118a8585f5c34b04ad243a7b966d585df7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:07:58.679417+00:00",
+  "ended_at": "2026-05-19T16:08:02.444598+00:00",
+  "elapsed_ms": 3765.15,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6378,
+    "bytes_utf8": 6378,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..fc2aa538d9d92ccb582c5f3c1fe2a9f9b2c505af
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:08:03.446278+00:00",
+  "ended_at": "2026-05-19T16:08:06.519464+00:00",
+  "elapsed_ms": 3073.15,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6378,
+    "bytes_utf8": 6378,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8450b37d163318a2186acfdca5f2983a78e12281
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=class.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "class",
+    "top_k": 10,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8450b37d163318a2186acfdca5f2983a78e12281
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=class.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "class",
+    "top_k": 10,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a2bf250c2aa289094778de3c7e8066fdfc328d9a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-76e2-7781-a458-bce468011b78"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..335dc57dedf032eb385f49ec632da512fd467d14
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-76e2-7781-a458-bce468011b78"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3f9a805ff3998b04ae6b706c818de887a5d508c5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-8967-7623-8469-63586ec95ffb"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6fa8caf6ee9c1f2a3e06055e965573ac44624f30
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-8967-7623-8469-63586ec95ffb"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_18fa41b10ff8df11/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..b1233db9a33131d00513ce7c839afff9c38bc3a4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:10:25.998965+00:00",
+  "ended_at": "2026-05-19T16:10:28.879634+00:00",
+  "elapsed_ms": 2880.64,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6456,
+    "bytes_utf8": 6456,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f80f7484df27067a954bd97daf988fe8f8a49a80
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:10:29.881763+00:00",
+  "ended_at": "2026-05-19T16:10:32.991554+00:00",
+  "elapsed_ms": 3109.74,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6456,
+    "bytes_utf8": 6456,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a2f596d8266298c327d19dd7defd49d0780f2fe2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=s1, measure_col=s2.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "s1",
+    "measure_col": "s2",
+    "top_k": 17,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a2f596d8266298c327d19dd7defd49d0780f2fe2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=s1, measure_col=s2.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "s1",
+    "measure_col": "s2",
+    "top_k": 17,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..eefa3cb967fc70d1b97416f0725b71e5d89209cd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-b659-76c1-9d2d-376e32210829"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c646d677a138b7dc3ee74883b648373e5aa8f873
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-b659-76c1-9d2d-376e32210829"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c6f695d3eed8f30c511573d36e61ad407d4304e9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-c5a4-7ba1-bee1-6b67d0163d3a"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f2f8a32476e0d9d7ec3d16f9f561706f297e7aa6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-c5a4-7ba1-bee1-6b67d0163d3a"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_19257aa950372507/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..849201282c51a11e6c742054e63dad41e116ff7d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6925, "bytes_utf8": 6925, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 631, "bytes_utf8": 631, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14283, "cached_input_tokens": 13696, "output_tokens": 477, "reasoning_output_tokens": 289}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..032c5031625662ab179d77b55233385b5badadb4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_234619b8b1cad9a6",
+    "api_calls": 0,
+    "input_tokens": 14283,
+    "cached_input_tokens": 13696,
+    "output_tokens": 477,
+    "total_tokens": 14760,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 12483.84,
+    "sql_execution_elapsed_ms_total": 484.76,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e29ada3d2d6d621bd8fefb4910659010a5e513b6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:48:07.692298+00:00",
+  "ended_at": "2026-05-19T15:48:20.176181+00:00",
+  "elapsed_ms": 12483.84,
+  "prompt_metrics": {
+    "chars": 6925,
+    "bytes_utf8": 6925,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1034,
+    "bytes_utf8": 1034,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 631,
+      "bytes_utf8": 631,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14283,
+      "cached_input_tokens": 13696,
+      "output_tokens": 477,
+      "reasoning_output_tokens": 289
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ae509f4d8fe02a7846de3a1ebe98c11cdd0cb55b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=s4, measure_col=s2.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "s4",
+    "measure_col": "s2",
+    "top_k": 12,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1b36c001f442dcadc223c55f39a455c9c11228b7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ec-4a8a-7160-aeaf-eb6fab6c2c62"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT \\\"s4\\\" AS \\\"s4\\\", SUM(CAST(\\\"s2\\\" AS REAL)) AS \\\"group_value\\\"\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"s4\\\"\\n), total AS (\\n    SELECT SUM(\\\"group_value\\\") AS \\\"total_value\\\"\\n    FROM grouped\\n)\\nSELECT g.\\\"s4\\\", g.\\\"group_value\\\"\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.\\\"group_value\\\" > t.\\\"total_value\\\" * 0.1\\nORDER BY g.\\\"group_value\\\" DESC;\",\"notes\":\"Uses the requested Relative-to-Total Extreme Threshold template with group_col=\\\"s4\\\" and measure_col=\\\"s2\\\". \\\"s2\\\" is CAST to REAL because the SQLite schema stores it as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14283,"cached_input_tokens":13696,"output_tokens":477,"reasoning_output_tokens":289}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7d15cedb9c2c58007e559e0c59fb508ad9073f4f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n    SELECT \"s4\" AS \"s4\", SUM(CAST(\"s2\" AS REAL)) AS \"group_value\"\n    FROM \"c10\"\n    GROUP BY \"s4\"\n), total AS (\n    SELECT SUM(\"group_value\") AS \"total_value\"\n    FROM grouped\n)\nSELECT g.\"s4\", g.\"group_value\"\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.\"group_value\" > t.\"total_value\" * 0.1\nORDER BY g.\"group_value\" DESC;","notes":"Uses the requested Relative-to-Total Extreme Threshold template with group_col=\"s4\" and measure_col=\"s2\". \"s2\" is CAST to REAL because the SQLite schema stores it as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_234619b8b1cad9a6/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2bb97f5045dee70eac484d63487a8c8841667e07
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6292, "bytes_utf8": 6292, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 281, "bytes_utf8": 281, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14121, "cached_input_tokens": 13696, "output_tokens": 253, "reasoning_output_tokens": 173}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..3cf847ec77affbccd7065d1c792ed716223a8b56
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_2993f3605a310e12",
+    "api_calls": 0,
+    "input_tokens": 14121,
+    "cached_input_tokens": 13696,
+    "output_tokens": 253,
+    "total_tokens": 14374,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 14107.09,
+    "sql_execution_elapsed_ms_total": 389.15,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..36d46f6564bb79e5d3443b1acbaea8f6e2ccd23b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:32:59.915786+00:00",
+  "ended_at": "2026-05-19T15:33:14.022905+00:00",
+  "elapsed_ms": 14107.09,
+  "prompt_metrics": {
+    "chars": 6292,
+    "bytes_utf8": 6292,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 968,
+    "bytes_utf8": 968,
+    "lines": 5,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 281,
+      "bytes_utf8": 281,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14121,
+      "cached_input_tokens": 13696,
+      "output_tokens": 253,
+      "reasoning_output_tokens": 173
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1b7ce87c6cbc1f1197a78760a26007a47c52e9e5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_count",
+    "template_name": "Grouped Count by Category",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=s4.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "s4",
+    "top_k": 12,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a9b80032633114171b5815bbd6bd5f3e62d5703d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,5 @@
+{"type":"thread.started","thread_id":"019e40de-70a7-75c1-82f9-01728e9e41e7"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 14756. Please try again in 442ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"s4\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s4\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the provided grouped-count template with group_col bound to \\\"s4\\\" to show the count distribution by subgroup.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14121,"cached_input_tokens":13696,"output_tokens":253,"reasoning_output_tokens":173}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c8a0e3ed050c77d64821a671adb31323ca849bb8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"s4\", COUNT(*) AS \"row_count\"\nFROM \"c10\"\nGROUP BY \"s4\"\nORDER BY \"row_count\" DESC;","notes":"Uses the provided grouped-count template with group_col bound to \"s4\" to show the count distribution by subgroup."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2993f3605a310e12/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..19c73fbf111da11a2f4cd0cd0979fb4650cf76ca
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6318, "bytes_utf8": 6318, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 354, "bytes_utf8": 354, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14137, "cached_input_tokens": 13696, "output_tokens": 401, "reasoning_output_tokens": 291}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..90b5d5235fd24c38fa1dd0d2d8e0c797c46bd4c8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_2cc57744aaf67cf4",
+    "api_calls": 0,
+    "input_tokens": 14137,
+    "cached_input_tokens": 13696,
+    "output_tokens": 401,
+    "total_tokens": 14538,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 8805.79,
+    "sql_execution_elapsed_ms_total": 108.29,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d49780714b40916b2719b4c1187d9c5150f4d321
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:51.760062+00:00",
+  "ended_at": "2026-05-19T16:07:00.565884+00:00",
+  "elapsed_ms": 8805.79,
+  "prompt_metrics": {
+    "chars": 6318,
+    "bytes_utf8": 6318,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 702,
+    "bytes_utf8": 702,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 354,
+      "bytes_utf8": 354,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14137,
+      "cached_input_tokens": 13696,
+      "output_tokens": 401,
+      "reasoning_output_tokens": 291
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..59fe8554733c33802e2316b09b7797afb59547ca
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_threshold_rarity_cdf",
+    "template_name": "Threshold Rarity CDF",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=c1.",
+  "planned_template_id": "tpl_threshold_rarity_cdf",
+  "bindings": {
+    "measure_col": "c1",
+    "top_k": 11,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 9.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..18812b1c151c9e182a6b6ff22da17f1c87651558
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-716e-7e42-bf4a-6dcd879ed73e"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_threshold_rarity_cdf\\nSELECT AVG(CASE WHEN CAST(\\\"c1\\\" AS REAL) <= 9.0 THEN 1 ELSE 0 END) AS \\\"empirical_cdf_at_threshold\\\"\\nFROM \\\"c10\\\";\",\"notes\":\"Uses the planned Threshold Rarity CDF template with measure_col bound to \\\"c1\\\" and threshold fixed at 9.0. \\\"c1\\\" is cast to REAL because the SQLite schema stores it as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14137,"cached_input_tokens":13696,"output_tokens":401,"reasoning_output_tokens":291}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..55253e54f5ea614f99e0c5e839e764307e15e147
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_threshold_rarity_cdf\nSELECT AVG(CASE WHEN CAST(\"c1\" AS REAL) <= 9.0 THEN 1 ELSE 0 END) AS \"empirical_cdf_at_threshold\"\nFROM \"c10\";","notes":"Uses the planned Threshold Rarity CDF template with measure_col bound to \"c1\" and threshold fixed at 9.0. \"c1\" is cast to REAL because the SQLite schema stores it as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cc57744aaf67cf4/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..88aabc659f4b6a961d4ec68f59b4abe6211467d4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6293, "bytes_utf8": 6293, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 223, "bytes_utf8": 223, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14121, "cached_input_tokens": 12032, "output_tokens": 171, "reasoning_output_tokens": 105}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..55127c0c2fdccd039607eb4265aa7585dd07f787
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_2cf0329fbf639bc5",
+    "api_calls": 0,
+    "input_tokens": 14121,
+    "cached_input_tokens": 12032,
+    "output_tokens": 171,
+    "total_tokens": 14292,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 13354.03,
+    "sql_execution_elapsed_ms_total": 453.31,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..208ee563cad11ec7d7500e61c1a588291e51c0a2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:32:46.088986+00:00",
+  "ended_at": "2026-05-19T15:32:59.443062+00:00",
+  "elapsed_ms": 13354.03,
+  "prompt_metrics": {
+    "chars": 6293,
+    "bytes_utf8": 6293,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 902,
+    "bytes_utf8": 902,
+    "lines": 5,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 223,
+      "bytes_utf8": 223,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14121,
+      "cached_input_tokens": 12032,
+      "output_tokens": 171,
+      "reasoning_output_tokens": 105
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..525cb4e2b356dab4be8ba227d21efa2a92d687d5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_count",
+    "template_name": "Grouped Count by Category",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=c3.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "c3",
+    "top_k": 11,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..46f2f2c776f7b4a1fa0991697aa5f1daabbdd819
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,5 @@
+{"type":"thread.started","thread_id":"019e40de-3a8a-7e92-8f78-f3257c9d87a9"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 14756. Please try again in 442ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"c3\\\", COUNT(*) AS row_count\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c3\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Grouped count distribution by \\\"c3\\\" using the required template.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14121,"cached_input_tokens":12032,"output_tokens":171,"reasoning_output_tokens":105}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b195bd72c3caf5bf8898156bbabe8532c7ddf7ba
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"c3\", COUNT(*) AS row_count\nFROM \"c10\"\nGROUP BY \"c3\"\nORDER BY row_count DESC;","notes":"Grouped count distribution by \"c3\" using the required template."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2cf0329fbf639bc5/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..07bf49dfdf02883f3edc1dab256c02022dacc85b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:08:45.922871+00:00",
+  "ended_at": "2026-05-19T16:08:49.053569+00:00",
+  "elapsed_ms": 3130.67,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6374,
+    "bytes_utf8": 6374,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..5daf2c147e17c577b83a8f04927b23993e7fd825
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:08:50.055871+00:00",
+  "ended_at": "2026-05-19T16:08:54.413842+00:00",
+  "elapsed_ms": 4357.94,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6374,
+    "bytes_utf8": 6374,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c71cb156b10915251cc0196c3978adcc03bfec0d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=c1.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "c1",
+    "top_k": 17,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c71cb156b10915251cc0196c3978adcc03bfec0d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=c1.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "c1",
+    "top_k": 17,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..da17c1ff2a6cb4955d8092f5670050451e9acae2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-2f60-71b1-9cf5-d674544ae868"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..bf8eace3ee7386fb1637dcc86c3efe04ee7d47cb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-2f60-71b1-9cf5-d674544ae868"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8865aef6a510f8b96edc344d2bb0a5b8b151ec28
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-3f91-7903-8c4a-e626e3c15263"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..efecf0b7bdc9f22e87441e6c23a8e427a265dbd2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-3f91-7903-8c4a-e626e3c15263"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_2fcf1ac47aea66f9/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_343d3d177c7a9211/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_343d3d177c7a9211/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..e25b6dc67e5e38e0dce42deadd570d4f6b3fe7d5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_343d3d177c7a9211/run_manifest.json
@@ -0,0 +1,69 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T16:12:23.112524+00:00",
+  "ended_at": "2026-05-19T16:12:31.023982+00:00",
+  "status": "failed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_343d3d177c7a9211",
+    "problem_id": "v2p_c10_2bac4f724ade4836",
+    "dataset_id": "c10",
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "family_id": "conditional_dependency_structure",
+    "canonical_subitem_id": "slice_level_consistency",
+    "intended_facet_id": "conditional_interaction_hotspots",
+    "variant_semantic_role": "filtered_stable_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=s5, measure_col=s1.",
+    "bindings": {
+      "group_col": "s5",
+      "measure_col": "s1",
+      "top_k": 10,
+      "top_n": 3,
+      "num_tiles": 10,
+      "percentile_value": 0.95,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.1,
+      "baseline_multiplier": 1.5,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 5,
+      "measure_threshold": 3.25,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "measure_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "notes": [
+      "default_facets=conditional_interaction_hotspots",
+      "template_selection_mode=rule",
+      "problem_index_within_template=9",
+      "sql_variant_index=1/2",
+      "binding_index=140"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 12,
+    "problem_index_within_template": 9,
+    "sql_variant_index": 1,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "error": "AI CLI command failed with exit code 1: "
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_343d3d177c7a9211/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_343d3d177c7a9211/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..fb75166e13526f358fac31c82f462d0c55202321
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_343d3d177c7a9211/trace.jsonl
@@ -0,0 +1,2 @@
+{"timestamp": "2026-05-19T16:12:26.217342+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3090.83, "started_at": "2026-05-19T16:12:23.125664+00:00", "ended_at": "2026-05-19T16:12:26.216524+00:00", "prompt_metrics": {"chars": 6457, "bytes_utf8": 6457, "lines": 228, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4102-7fdb-7c61-8293-99acd3c40738\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
+{"timestamp": "2026-05-19T16:12:31.023893+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3804.49, "started_at": "2026-05-19T16:12:27.218643+00:00", "ended_at": "2026-05-19T16:12:31.023178+00:00", "prompt_metrics": {"chars": 6457, "bytes_utf8": 6457, "lines": 228, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4102-8fe9-7953-8fb8-18e3cc2d155d\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..0e8a110cd22d7e0fe6e9850ff4950c125ae929cb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:12:08.276156+00:00",
+  "ended_at": "2026-05-19T16:12:11.569641+00:00",
+  "elapsed_ms": 3293.45,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6452,
+    "bytes_utf8": 6452,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..359fd379a3cbb792ef2dd2f383b37f6c34b2fce1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:12:12.571290+00:00",
+  "ended_at": "2026-05-19T16:12:16.132262+00:00",
+  "elapsed_ms": 3560.9,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6452,
+    "bytes_utf8": 6452,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2cd89f2a3ceafa76de51d60a75fd04b217544eb9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=c4, measure_col=c5.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "c4",
+    "measure_col": "c5",
+    "top_k": 14,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 11.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2cd89f2a3ceafa76de51d60a75fd04b217544eb9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=c4, measure_col=c5.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "c4",
+    "measure_col": "c5",
+    "top_k": 14,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 11.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..cb367825181f5c25562534ba64946100cc5805a3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-45cf-7b82-a347-084b1f694123"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..379f4449d1846273fa474f71c8dbec011359632f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-45cf-7b82-a347-084b1f694123"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b90d737bfd8f5824489127575e9f6914991b3cf1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-568a-74c0-aece-fe1cd49b349c"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..219b818be4f3e9f73765fa7393f6b9ab4635a97f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-568a-74c0-aece-fe1cd49b349c"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_356d3fd16667008d/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2775f94a5de492aa6983591ae7f1dc7df9439f52
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6675, "bytes_utf8": 6675, "lines": 232, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 419, "bytes_utf8": 419, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14242, "cached_input_tokens": 13696, "output_tokens": 453, "reasoning_output_tokens": 321}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..748982f845348e05208c88f46b3110ad23f948e9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_37598ada26b5bd6e",
+    "api_calls": 0,
+    "input_tokens": 14242,
+    "cached_input_tokens": 13696,
+    "output_tokens": 453,
+    "total_tokens": 14695,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 19964.86,
+    "sql_execution_elapsed_ms_total": 332.08,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..18176619815f552f23d09aee703f81928af4ffb4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:44:01.094408+00:00",
+  "ended_at": "2026-05-19T15:44:21.059294+00:00",
+  "elapsed_ms": 19964.86,
+  "prompt_metrics": {
+    "chars": 6675,
+    "bytes_utf8": 6675,
+    "lines": 232,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1464,
+    "bytes_utf8": 1464,
+    "lines": 6,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 419,
+      "bytes_utf8": 419,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14242,
+      "cached_input_tokens": 13696,
+      "output_tokens": 453,
+      "reasoning_output_tokens": 321
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..835b1a69c8e9b9843e8957fc4e0ffb020667ec43
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,232 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_filtered_group_count_2d",
+    "template_name": "Filtered Two-Dimensional Group Count",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=c4, group_col_2=s5.",
+  "planned_template_id": "tpl_c2_filtered_group_count_2d",
+  "bindings": {
+    "group_col": "c4",
+    "group_col_2": "s5",
+    "predicate_col": "c3",
+    "predicate_op": ">=",
+    "predicate_value": 10.0,
+    "top_k": 14,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 11.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a3cbce827dd574d0268c65b24ee4af868408ce66
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,6 @@
+{"type":"thread.started","thread_id":"019e40e8-8758-7670-b8bb-e836eca83fd6"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 14877. Please try again in 446ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1991333, Requested 14877. Please try again in 186ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"c4\\\", \\\"s5\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c10\\\"\\nWHERE CAST(\\\"c3\\\" AS REAL) >= 10.0\\nGROUP BY \\\"c4\\\", \\\"s5\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the provided filtered two-dimensional group count template with group_col=\\\"c4\\\", group_col_2=\\\"s5\\\", and predicate_col=\\\"c3\\\". Cast \\\"c3\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14242,"cached_input_tokens":13696,"output_tokens":453,"reasoning_output_tokens":321}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c3bf0ec49ebbc09539357ede5b1e6929b544c752
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"c4\", \"s5\", COUNT(*) AS \"row_count\"\nFROM \"c10\"\nWHERE CAST(\"c3\" AS REAL) >= 10.0\nGROUP BY \"c4\", \"s5\"\nORDER BY \"row_count\" DESC;","notes":"Used the provided filtered two-dimensional group count template with group_col=\"c4\", group_col_2=\"s5\", and predicate_col=\"c3\". Cast \"c3\" to REAL because the SQLite schema stores it as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_37598ada26b5bd6e/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c84c80df3a7d4d5c13fa34dead1312590962fc00
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6775, "bytes_utf8": 6775, "lines": 230, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 522, "bytes_utf8": 522, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14266, "cached_input_tokens": 12032, "output_tokens": 640, "reasoning_output_tokens": 473}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c83bdbee6a8dfb10d7632b83f2162110d548eb7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_3810266597bea75c",
+    "api_calls": 0,
+    "input_tokens": 14266,
+    "cached_input_tokens": 12032,
+    "output_tokens": 640,
+    "total_tokens": 14906,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 14430.11,
+    "sql_execution_elapsed_ms_total": 974.21,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f524be690fd431dc3296d26b9bf09889bb2e14e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:38:52.307246+00:00",
+  "ended_at": "2026-05-19T15:39:06.737385+00:00",
+  "elapsed_ms": 14430.11,
+  "prompt_metrics": {
+    "chars": 6775,
+    "bytes_utf8": 6775,
+    "lines": 230,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 906,
+    "bytes_utf8": 906,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 522,
+      "bytes_utf8": 522,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14266,
+      "cached_input_tokens": 12032,
+      "output_tokens": 640,
+      "reasoning_output_tokens": 473
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ea5ee0602827f11ba91a4c3e39f164ce1e7a1eed
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=s5, measure_col=s1.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "s5",
+    "measure_col": "s1",
+    "item_col": "c5",
+    "top_k": 10,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fcdaaafccc50b35be6ea9f4a3aad1451c5643584
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e3-d125-74c1-8144-62b9792c7f3a"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"s5\\\", \\\"c5\\\",\\n       SUM(CAST(\\\"s1\\\" AS REAL)) AS total_measure,\\n       SUM(CAST(\\\"s1\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"s1\\\" AS REAL))) OVER (PARTITION BY \\\"s5\\\") AS share_within_group\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s5\\\", \\\"c5\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"s5\\\", item_col=\\\"c5\\\", and measure_col=\\\"s1\\\". Cast \\\"s1\\\" to REAL because the schema stores fields as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14266,"cached_input_tokens":12032,"output_tokens":640,"reasoning_output_tokens":473}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..228b0aab1a90d728acfa066e0978e4b10f33a85f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"s5\", \"c5\",\n       SUM(CAST(\"s1\" AS REAL)) AS total_measure,\n       SUM(CAST(\"s1\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"s1\" AS REAL))) OVER (PARTITION BY \"s5\") AS share_within_group\nFROM \"c10\"\nGROUP BY \"s5\", \"c5\"\nORDER BY share_within_group DESC;","notes":"Applied the provided Within-Group Share of Total template with group_col=\"s5\", item_col=\"c5\", and measure_col=\"s1\". Cast \"s1\" to REAL because the schema stores fields as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3810266597bea75c/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d116eee215cfd7170b252e63596099864b4389c2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6550, "bytes_utf8": 6550, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1449, "bytes_utf8": 1449, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14185, "cached_input_tokens": 12032, "output_tokens": 1865, "reasoning_output_tokens": 1347}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e28d87cd7864b65bd38d26a3163d0e5fcbd82f4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_39856f4c7da5eae5",
+    "api_calls": 0,
+    "input_tokens": 14185,
+    "cached_input_tokens": 12032,
+    "output_tokens": 1865,
+    "total_tokens": 16050,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 26507.83,
+    "sql_execution_elapsed_ms_total": 3793.33,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..180074cb6b07d5b578f735bc2ef4c7ab07afd50e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:54:13.365966+00:00",
+  "ended_at": "2026-05-19T15:54:39.873834+00:00",
+  "elapsed_ms": 26507.83,
+  "prompt_metrics": {
+    "chars": 6550,
+    "bytes_utf8": 6550,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 2006,
+    "bytes_utf8": 2006,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 1449,
+      "bytes_utf8": 1449,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14185,
+      "cached_input_tokens": 12032,
+      "output_tokens": 1865,
+      "reasoning_output_tokens": 1347
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..46c52b78aa1177b2da3644d00a3c60911cd56fad
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=c5, measure_col=s4.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "c5",
+    "measure_col": "s4",
+    "top_k": 11,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..60e7c245fdb344b5bba4192605b5f096a262252a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f1-df1a-71a3-b98f-bfd216ea7cb8"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n  SELECT\\n    \\\"c5\\\",\\n    CAST(\\\"s4\\\" AS REAL) AS \\\"measure\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"c5\\\"\\n      ORDER BY CAST(\\\"s4\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (\\n      PARTITION BY \\\"c5\\\"\\n    ) AS \\\"cnt\\\"\\n  FROM \\\"c10\\\"\\n  WHERE \\\"c5\\\" IS NOT NULL\\n    AND \\\"s4\\\" IS NOT NULL\\n),\\n\\\"positions\\\" AS (\\n  SELECT DISTINCT\\n    \\\"c5\\\",\\n    (1.0 + (\\\"cnt\\\" - 1) * 0.95) AS \\\"pos\\\",\\n    CAST((1.0 + (\\\"cnt\\\" - 1) * 0.95) AS INTEGER) AS \\\"lower_rn\\\",\\n    CAST((1.0 + (\\\"cnt\\\" - 1) * 0.95) AS INTEGER) +\\n      CASE\\n        WHEN (1.0 + (\\\"cnt\\\" - 1) * 0.95) > CAST((1.0 + (\\\"cnt\\\" - 1) * 0.95) AS INTEGER) THEN 1\\n        ELSE 0\\n      END AS \\\"upper_rn\\\"\\n  FROM \\\"ordered\\\"\\n)\\nSELECT\\n  p.\\\"c5\\\",\\n  CASE\\n    WHEN p.\\\"lower_rn\\\" = p.\\\"upper_rn\\\" THEN lo.\\\"measure\\\"\\n    ELSE lo.\\\"measure\\\" + (p.\\\"pos\\\" - p.\\\"lower_rn\\\") * (hi.\\\"measure\\\" - lo.\\\"measure\\\")\\n  END AS \\\"percentile_measure\\\"\\nFROM \\\"positions\\\" AS p\\nJOIN \\\"ordered\\\" AS lo\\n  ON lo.\\\"c5\\\" = p.\\\"c5\\\"\\n AND lo.\\\"rn\\\" = p.\\\"lower_rn\\\"\\nJOIN \\\"ordered\\\" AS hi\\n  ON hi.\\\"c5\\\" = p.\\\"c5\\\"\\n AND hi.\\\"rn\\\" = p.\\\"upper_rn\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this query emulates the template by computing the 95th percentile of numeric-cast \\\"s4\\\" within each \\\"c5\\\" group using windowed ranks and linear interpolation.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14185,"cached_input_tokens":12032,"output_tokens":1865,"reasoning_output_tokens":1347}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ffd44acccbfbd8c664d9fdc6af6a576e4c2c1966
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ordered\" AS (\n  SELECT\n    \"c5\",\n    CAST(\"s4\" AS REAL) AS \"measure\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"c5\"\n      ORDER BY CAST(\"s4\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (\n      PARTITION BY \"c5\"\n    ) AS \"cnt\"\n  FROM \"c10\"\n  WHERE \"c5\" IS NOT NULL\n    AND \"s4\" IS NOT NULL\n),\n\"positions\" AS (\n  SELECT DISTINCT\n    \"c5\",\n    (1.0 + (\"cnt\" - 1) * 0.95) AS \"pos\",\n    CAST((1.0 + (\"cnt\" - 1) * 0.95) AS INTEGER) AS \"lower_rn\",\n    CAST((1.0 + (\"cnt\" - 1) * 0.95) AS INTEGER) +\n      CASE\n        WHEN (1.0 + (\"cnt\" - 1) * 0.95) > CAST((1.0 + (\"cnt\" - 1) * 0.95) AS INTEGER) THEN 1\n        ELSE 0\n      END AS \"upper_rn\"\n  FROM \"ordered\"\n)\nSELECT\n  p.\"c5\",\n  CASE\n    WHEN p.\"lower_rn\" = p.\"upper_rn\" THEN lo.\"measure\"\n    ELSE lo.\"measure\" + (p.\"pos\" - p.\"lower_rn\") * (hi.\"measure\" - lo.\"measure\")\n  END AS \"percentile_measure\"\nFROM \"positions\" AS p\nJOIN \"ordered\" AS lo\n  ON lo.\"c5\" = p.\"c5\"\n AND lo.\"rn\" = p.\"lower_rn\"\nJOIN \"ordered\" AS hi\n  ON hi.\"c5\" = p.\"c5\"\n AND hi.\"rn\" = p.\"upper_rn\"\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite does not support PERCENTILE_CONT, so this query emulates the template by computing the 95th percentile of numeric-cast \"s4\" within each \"c5\" group using windowed ranks and linear interpolation."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39856f4c7da5eae5/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..71900229645a8617a6d8ed9f63eb0b204681c972
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:04.594232+00:00",
+  "ended_at": "2026-05-19T16:06:07.443929+00:00",
+  "elapsed_ms": 2849.67,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6614,
+    "bytes_utf8": 6614,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..035f3c8e0ada8389753051265088223e5b625548
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:08.445939+00:00",
+  "ended_at": "2026-05-19T16:06:11.407898+00:00",
+  "elapsed_ms": 2961.92,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6614,
+    "bytes_utf8": 6614,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b0c8385638b53f72a1894e28ba7f3130068865c6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=s3, condition_col=s1.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "s3",
+    "condition_col": "s1",
+    "condition_value": "2",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 18,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 12.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b0c8385638b53f72a1894e28ba7f3130068865c6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=s3, condition_col=s1.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "s3",
+    "condition_col": "s1",
+    "condition_value": "2",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 18,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 12.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b62c0bacbb741a737b4c1920f9593fe8fa684c02
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-b938-7602-99b2-2920bdabe069"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..156d44fb8711b105f3c3c8b58329365684de30bc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-b938-7602-99b2-2920bdabe069"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8e9d7e0ca5d7f34c616fe6287c8852da9869e990
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-c843-7e12-b64c-ccca20113147"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c05e65c348dbe388fd54c83c583f814c59203210
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-c843-7e12-b64c-ccca20113147"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_39a4088d7df9c8c8/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..545295e1d06095ab8d9e50f42db44dc56c339a15
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6371, "bytes_utf8": 6371, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 352, "bytes_utf8": 352, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14147, "cached_input_tokens": 12032, "output_tokens": 338, "reasoning_output_tokens": 231}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..2036d5f7ea7301311d36475f887c2d5d3060ef01
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_3a12a32920584860",
+    "api_calls": 0,
+    "input_tokens": 14147,
+    "cached_input_tokens": 12032,
+    "output_tokens": 338,
+    "total_tokens": 14485,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 8998.55,
+    "sql_execution_elapsed_ms_total": 529.0,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ff530985df0204e7420c40c4f59abfeb28f91cf8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:29:01.735987+00:00",
+  "ended_at": "2026-05-19T15:29:10.734579+00:00",
+  "elapsed_ms": 8998.55,
+  "prompt_metrics": {
+    "chars": 6371,
+    "bytes_utf8": 6371,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 710,
+    "bytes_utf8": 710,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 352,
+      "bytes_utf8": 352,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14147,
+      "cached_input_tokens": 12032,
+      "output_tokens": 338,
+      "reasoning_output_tokens": 231
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..917b7bcb1a4411bf570450b3218c258b103ef84e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=s2, measure_col=s2.",
+  "planned_template_id": "tpl_h2o_group_sum",
+  "bindings": {
+    "group_col": "s2",
+    "measure_col": "s2",
+    "top_k": 12,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..21c3e8dd454f29a98fecf6c72c6a102d76cc3166
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40da-ce1a-7121-83ce-f965f587cb36"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"s2\\\", SUM(CAST(\\\"s2\\\" AS NUMERIC)) AS total_measure\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s2\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the planned Grouped Numeric Sum template with group_col=\\\"s2\\\" and measure_col=\\\"s2\\\". CAST(\\\"s2\\\" AS NUMERIC) is used because the SQLite schema stores the field as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14147,"cached_input_tokens":12032,"output_tokens":338,"reasoning_output_tokens":231}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..42ad2770b9bbc35ea0ab18bb6066a3362f7376c8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"s2\", SUM(CAST(\"s2\" AS NUMERIC)) AS total_measure\nFROM \"c10\"\nGROUP BY \"s2\"\nORDER BY total_measure DESC;","notes":"Used the planned Grouped Numeric Sum template with group_col=\"s2\" and measure_col=\"s2\". CAST(\"s2\" AS NUMERIC) is used because the SQLite schema stores the field as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3a12a32920584860/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3b0e3f38ad47b65b/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3b0e3f38ad47b65b/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a50027aafd3228d9cb3da5a4b2c64900d0c85949
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3b0e3f38ad47b65b/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=c4, measure_col=c5.
+Result preview: [{"c4": "5", "s5": "1", "total_measure": 140981.0, "share_within_group": 25.497448102987402}, {"c4": "11", "s5": "3", "total_measure": 138149.0, "share_within_group": 25.31077607450198}, {"c4": "6", "s5": "3", "total_measure": 138848.0, "share_within_group": 25.248855283878687}, {"c4": "9", "s5": "1", "total_measure": 138895.0, "share_within_group": 25.225154870591567}, {"c4": "13", "s5": "1", "total_measure": 136305.0, "share_within_group": 25.221396137178637}] Results were truncated.
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3b0e3f38ad47b65b/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3b0e3f38ad47b65b/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0a73ef75ce97a6c114621b6093ac0843793d7f8e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3b0e3f38ad47b65b/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:38:51.338925+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11836.75, "started_at": "2026-05-19T15:38:39.501152+00:00", "ended_at": "2026-05-19T15:38:51.337944+00:00", "prompt_metrics": {"chars": 6777, "bytes_utf8": 6777, "lines": 230, "estimated_tokens": null}, "response_metrics": {"chars": 524, "bytes_utf8": 524, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14266, "cached_input_tokens": 13696, "output_tokens": 602, "reasoning_output_tokens": 429}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n  \\\"c4\\\",\\n  \\\"s5\\\",\\n  SUM(CAST(\\\"c5\\\" AS REAL)) AS total_measure,\\n  SUM(CAST(\\\"c5\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"c5\\\" AS REAL))) OVER (PARTITION BY \\\"c4\\\") AS share_within_group\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c4\\\", \\\"s5\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"c4\\\", item_col=\\\"s5\\\", and measure_col=\\\"c5\\\". CAST is used because \\\"c5\\\" is stored as TEXT in the SQLite schema.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cab35d6cd936f85cc2a4ff6e777974172d617c40
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6777, "bytes_utf8": 6777, "lines": 230, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 559, "bytes_utf8": 559, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14266, "cached_input_tokens": 13696, "output_tokens": 693, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..65358426ce580a44c6ab64ef71a8eeee49a559fb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_3bf2d02a0e3ba0b5",
+    "api_calls": 0,
+    "input_tokens": 14266,
+    "cached_input_tokens": 13696,
+    "output_tokens": 693,
+    "total_tokens": 14959,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 15752.18,
+    "sql_execution_elapsed_ms_total": 952.46,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..0baed0c38aa7e17391698926663f9226f419cea9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:34:40.170229+00:00",
+  "ended_at": "2026-05-19T15:34:55.922447+00:00",
+  "elapsed_ms": 15752.18,
+  "prompt_metrics": {
+    "chars": 6777,
+    "bytes_utf8": 6777,
+    "lines": 230,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 952,
+    "bytes_utf8": 952,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 559,
+      "bytes_utf8": 559,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14266,
+      "cached_input_tokens": 13696,
+      "output_tokens": 693,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a394c91ea7c1c4f418554713fe5c70a3abfb376e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=c2, measure_col=c3.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "c2",
+    "measure_col": "c3",
+    "item_col": "s3",
+    "top_k": 15,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 8.92,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7d3e3aa66c132088dfef158461174a65dc0c70c6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40df-f840-7932-96f2-c686b756737a"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"c2\\\", \\\"s3\\\",\\n       SUM(CAST(\\\"c3\\\" AS REAL)) AS \\\"total_measure\\\",\\n       SUM(CAST(\\\"c3\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"c3\\\" AS REAL))) OVER (PARTITION BY \\\"c2\\\") AS \\\"share_within_group\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c2\\\", \\\"s3\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 15;\",\"notes\":\"Used the provided Within-Group Share of Total template with group_col=\\\"c2\\\", item_col=\\\"s3\\\", and measure_col=\\\"c3\\\". CAST to REAL is added because the schema stores these fields as TEXT in SQLite.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14266,"cached_input_tokens":13696,"output_tokens":693,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..253fc46923ae736e9162c526132deecc556bc296
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"c2\", \"s3\",\n       SUM(CAST(\"c3\" AS REAL)) AS \"total_measure\",\n       SUM(CAST(\"c3\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"c3\" AS REAL))) OVER (PARTITION BY \"c2\") AS \"share_within_group\"\nFROM \"c10\"\nGROUP BY \"c2\", \"s3\"\nORDER BY \"share_within_group\" DESC\nLIMIT 15;","notes":"Used the provided Within-Group Share of Total template with group_col=\"c2\", item_col=\"s3\", and measure_col=\"c3\". CAST to REAL is added because the schema stores these fields as TEXT in SQLite."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3bf2d02a0e3ba0b5/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..82ad3162545eb8084b12d1841e7bd6d02066b17a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6293, "bytes_utf8": 6293, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 253, "bytes_utf8": 253, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14121, "cached_input_tokens": 13696, "output_tokens": 268, "reasoning_output_tokens": 194}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..979b845b3e3a9c31ea63ce6c9bb8b1c7f2c768e3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_3e8d82dc34e9c81a",
+    "api_calls": 0,
+    "input_tokens": 14121,
+    "cached_input_tokens": 13696,
+    "output_tokens": 268,
+    "total_tokens": 14389,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 7999.42,
+    "sql_execution_elapsed_ms_total": 449.19,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d56ccc83256f3001900e05aeb83ad6a1e9212b9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:32:05.016179+00:00",
+  "ended_at": "2026-05-19T15:32:13.015623+00:00",
+  "elapsed_ms": 7999.42,
+  "prompt_metrics": {
+    "chars": 6293,
+    "bytes_utf8": 6293,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 607,
+    "bytes_utf8": 607,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 253,
+      "bytes_utf8": 253,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14121,
+      "cached_input_tokens": 13696,
+      "output_tokens": 268,
+      "reasoning_output_tokens": 194
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..95a6e95f5e48e2b9779f16c44be7c7032cfacd7e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_count",
+    "template_name": "Grouped Count by Category",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=c1.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "c1",
+    "top_k": 12,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6820193f7cb4eac7715ff8d162f8e65157038f73
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40dd-9a35-73a0-a10c-df15d0c50c9b"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"c1\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c1\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Grouped count distribution for \\\"c1\\\" using the fixed template and single-table schema.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14121,"cached_input_tokens":13696,"output_tokens":268,"reasoning_output_tokens":194}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e7887a026965b146e10f3d5097d166ba13f59708
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"c1\", COUNT(*) AS \"row_count\"\nFROM \"c10\"\nGROUP BY \"c1\"\nORDER BY \"row_count\" DESC;","notes":"Grouped count distribution for \"c1\" using the fixed template and single-table schema."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3e8d82dc34e9c81a/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..2226c548eb1483aa0876eeb15add1744c58a9fc7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:11:59.758115+00:00",
+  "ended_at": "2026-05-19T16:12:04.328763+00:00",
+  "elapsed_ms": 4570.62,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6456,
+    "bytes_utf8": 6456,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..6046abf001205ac9f8f05bf2ebdf2385982ff7f5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:12:05.330502+00:00",
+  "ended_at": "2026-05-19T16:12:08.256944+00:00",
+  "elapsed_ms": 2926.41,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6456,
+    "bytes_utf8": 6456,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..094c1d4966c8135f77815ac2b4435a067cae8e2e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=s4, measure_col=s5.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "s4",
+    "measure_col": "s5",
+    "top_k": 18,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..094c1d4966c8135f77815ac2b4435a067cae8e2e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=s4, measure_col=s5.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "s4",
+    "measure_col": "s5",
+    "top_k": 18,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ad62e2e4f0fae654778e49c85f8300dee30ca0b8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-24a0-7913-8513-598a58f160df"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e7b9f4852b7e54964400aba2529723a13deb9bbe
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-24a0-7913-8513-598a58f160df"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4753ceca542629500114d0fc87f78dc93da8aa7b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-3a55-7f81-a936-75f4b3997d65"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..41c1872bde22392367354e9c055e1a696d3387bb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-3a55-7f81-a936-75f4b3997d65"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_3f653372ce3d6f6f/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d1f2b4092f84f1fbba96e4ff66e191de42d6060a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6927, "bytes_utf8": 6927, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 619, "bytes_utf8": 619, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14283, "cached_input_tokens": 12032, "output_tokens": 570, "reasoning_output_tokens": 395}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..417e485fdc069477725fcebb08f05c1e74e8ad49
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_429ea51526d39b1c",
+    "api_calls": 0,
+    "input_tokens": 14283,
+    "cached_input_tokens": 12032,
+    "output_tokens": 570,
+    "total_tokens": 14853,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 11408.32,
+    "sql_execution_elapsed_ms_total": 544.8,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..3af2767dfa3cf92c6288cf2c28141da303454c6f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:49:39.089911+00:00",
+  "ended_at": "2026-05-19T15:49:50.498264+00:00",
+  "elapsed_ms": 11408.32,
+  "prompt_metrics": {
+    "chars": 6927,
+    "bytes_utf8": 6927,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1014,
+    "bytes_utf8": 1014,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 619,
+      "bytes_utf8": 619,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14283,
+      "cached_input_tokens": 12032,
+      "output_tokens": 570,
+      "reasoning_output_tokens": 395
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3540de91c3e46d5c405419acdd618b65883803f6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=c5, measure_col=c3.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "c5",
+    "measure_col": "c3",
+    "top_k": 15,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 8.92,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..655d3ceac5e61de7066110b160a807f99fe4d768
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ed-af97-7681-bfa0-17d38a3e092a"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT \\\"c5\\\", SUM(CAST(\\\"c3\\\" AS INTEGER)) AS \\\"group_value\\\"\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"c5\\\"\\n), total AS (\\n    SELECT SUM(\\\"group_value\\\") AS \\\"total_value\\\"\\n    FROM grouped\\n)\\nSELECT g.\\\"c5\\\", g.\\\"group_value\\\"\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.\\\"group_value\\\" > t.\\\"total_value\\\" * 0.05\\nORDER BY g.\\\"group_value\\\" DESC;\",\"notes\":\"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\\\"c5\\\" and measure_col=\\\"c3\\\", casting the TEXT measure to INTEGER for SQLite aggregation.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14283,"cached_input_tokens":12032,"output_tokens":570,"reasoning_output_tokens":395}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..77b6d49e9e2788cf326dfc96b44503f0840a4579
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n    SELECT \"c5\", SUM(CAST(\"c3\" AS INTEGER)) AS \"group_value\"\n    FROM \"c10\"\n    GROUP BY \"c5\"\n), total AS (\n    SELECT SUM(\"group_value\") AS \"total_value\"\n    FROM grouped\n)\nSELECT g.\"c5\", g.\"group_value\"\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.\"group_value\" > t.\"total_value\" * 0.05\nORDER BY g.\"group_value\" DESC;","notes":"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\"c5\" and measure_col=\"c3\", casting the TEXT measure to INTEGER for SQLite aggregation."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_429ea51526d39b1c/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4d67f5d48618a43beb247e88e555ece77c8b1a09
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=s1, measure_col=s1.
+Result preview: [{"s1": "4", "total_measure": 1024308}, {"s1": "3", "total_measure": 771450}, {"s1": "2", "total_measure": 511392}, {"s1": "1", "total_measure": 256087}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..c8594bcb88dcfaa317b6d517f679216d8a95a454
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/generated_sql.sql
@@ -0,0 +1,17 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: subgroup_structure
+-- canonical_subitem_id: internal_profile_stability
+-- intended_facet_id: subgroup_rank_order
+-- variant_semantic_role: collapsed_target_view
+-- template_id: tpl_h2o_group_sum
+-- query_record_id: v2q_c10_4341a2823d283504
+-- problem_id: v2p_c10_04397ba39f2ed1db
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "s1", SUM(CAST("s1" AS NUMERIC)) AS total_measure
+FROM "c10"
+GROUP BY "s1"
+ORDER BY total_measure DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..4337b012aa8f38bbe02535299e4a37ed00590895
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/query_results.jsonl
@@ -0,0 +1 @@
+{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"s1\", SUM(CAST(\"s1\" AS NUMERIC)) AS total_measure\nFROM \"c10\"\nGROUP BY \"s1\"\nORDER BY total_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"s1\\\", SUM(CAST(\\\"s1\\\" AS NUMERIC)) AS total_measure\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s1\\\"\\nORDER BY total_measure DESC;\", \"columns\": [\"s1\", \"total_measure\"], \"rows\": [{\"s1\": \"4\", \"total_measure\": 1024308}, {\"s1\": \"3\", \"total_measure\": 771450}, {\"s1\": \"2\", \"total_measure\": 511392}, {\"s1\": \"1\", \"total_measure\": 256087}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 438.9}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed8a4825ea178fba226db87c37bedff245250c46
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/run_manifest.json
@@ -0,0 +1,89 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T15:28:27.144609+00:00",
+  "ended_at": "2026-05-19T15:28:35.314743+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_4341a2823d283504",
+    "problem_id": "v2p_c10_04397ba39f2ed1db",
+    "dataset_id": "c10",
+    "template_id": "tpl_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "family_id": "subgroup_structure",
+    "canonical_subitem_id": "internal_profile_stability",
+    "intended_facet_id": "subgroup_rank_order",
+    "variant_semantic_role": "collapsed_target_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=s1, measure_col=s1.",
+    "bindings": {
+      "group_col": "s1",
+      "measure_col": "s1",
+      "top_k": 15,
+      "top_n": 4,
+      "num_tiles": 10,
+      "percentile_value": 0.9,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.05,
+      "baseline_multiplier": 1.75,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 4,
+      "measure_threshold": 2.98,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "measure_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "notes": [
+      "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast",
+      "template_selection_mode=rule",
+      "problem_index_within_template=1",
+      "sql_variant_index=2/2",
+      "binding_index=0"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 1,
+    "problem_index_within_template": 1,
+    "sql_variant_index": 2,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_4341a2823d283504.sql",
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_4341a2823d283504",
+    "api_calls": 0,
+    "input_tokens": 14147,
+    "cached_input_tokens": 4480,
+    "output_tokens": 260,
+    "total_tokens": 14407,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 7713.48,
+    "sql_execution_elapsed_ms_total": 438.9,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..27f38832f530c548fc4840f62ccd8aadd5bf5fdf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:28:34.871679+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 7713.48, "started_at": "2026-05-19T15:28:27.157159+00:00", "ended_at": "2026-05-19T15:28:34.870672+00:00", "prompt_metrics": {"chars": 6372, "bytes_utf8": 6372, "lines": 228, "estimated_tokens": null}, "response_metrics": {"chars": 341, "bytes_utf8": 341, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14147, "cached_input_tokens": 4480, "output_tokens": 260, "reasoning_output_tokens": 160}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"s1\\\", SUM(CAST(\\\"s1\\\" AS NUMERIC)) AS total_measure\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s1\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the planned Grouped Numeric Sum template with group_col=\\\"s1\\\" and measure_col=\\\"s1\\\". CAST was added because the schema stores these fields as TEXT in SQLite.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..086f4bfc7efcf15df0d10592ed35500eb60e32cb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c10",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c10_4341a2823d283504",
+  "api_calls": 0,
+  "input_tokens": 14147,
+  "cached_input_tokens": 4480,
+  "output_tokens": 260,
+  "total_tokens": 14407,
+  "cost_usd": 0.0,
+  "ai_cli_calls": 1,
+  "estimated_input_tokens": 0,
+  "estimated_output_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "ai_cli_json_usage",
+  "cli_elapsed_ms_total": 7713.48,
+  "sql_execution_elapsed_ms_total": 438.9,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4341a2823d283504/cli/conversation.jsonl",
+  "note": "Executed through a local AI CLI with structured usage metadata."
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..26109b84988820f9348ca9dbe6a9521eb9190085
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=c4, condition_col=s4.
+Result preview: [{"c4": "7", "condition_ratio": 1.018732280275415}, {"c4": "12", "condition_ratio": 1.012945313694511}, {"c4": "1", "condition_ratio": 1.006689817179042}, {"c4": "11", "condition_ratio": 1.0065249528470204}, {"c4": "2", "condition_ratio": 1.0055065517768826}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..372d929b63cab3009e65d484f764bb42807c3a09
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/generated_sql.sql
@@ -0,0 +1,24 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: conditional_dependency_structure
+-- canonical_subitem_id: direction_consistency
+-- intended_facet_id: conditional_rate_shift
+-- variant_semantic_role: contrastive_conditional_view
+-- template_id: tpl_m4_group_ratio_two_conditions
+-- query_record_id: v2q_c10_464ba098ace50b39
+-- problem_id: v2p_c10_7e7020e741cb287d
+-- realization_mode: agent
+-- source_kind: agent
+WITH grouped AS (
+    SELECT "c4",
+           SUM(CASE WHEN "s4" = '2' THEN 1 ELSE 0 END) AS numerator_count,
+           SUM(CASE WHEN "s4" = '4' THEN 1 ELSE 0 END) AS denominator_count
+    FROM "c10"
+    GROUP BY "c4"
+)
+SELECT "c4",
+       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio
+FROM grouped
+ORDER BY condition_ratio DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0fd87ff2f37c407e0eb032e772d70df9f8bcb85e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/query_results.jsonl
@@ -0,0 +1 @@
+{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n    SELECT \"c4\",\n           SUM(CASE WHEN \"s4\" = '2' THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN \"s4\" = '4' THEN 1 ELSE 0 END) AS denominator_count\n    FROM \"c10\"\n    GROUP BY \"c4\"\n)\nSELECT \"c4\",\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n    SELECT \\\"c4\\\",\\n           SUM(CASE WHEN \\\"s4\\\" = '2' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"s4\\\" = '4' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"c4\\\"\\n)\\nSELECT \\\"c4\\\",\\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"c4\", \"condition_ratio\"], \"rows\": [{\"c4\": \"7\", \"condition_ratio\": 1.018732280275415}, {\"c4\": \"12\", \"condition_ratio\": 1.012945313694511}, {\"c4\": \"1\", \"condition_ratio\": 1.006689817179042}, {\"c4\": \"11\", \"condition_ratio\": 1.0065249528470204}, {\"c4\": \"2\", \"condition_ratio\": 1.0055065517768826}, {\"c4\": \"3\", \"condition_ratio\": 1.0035300050428644}, {\"c4\": \"9\", \"condition_ratio\": 1.0018247250240762}, {\"c4\": \"5\", \"condition_ratio\": 1.0016336532570962}, {\"c4\": \"4\", \"condition_ratio\": 1.001525165226233}, {\"c4\": \"8\", \"condition_ratio\": 1.0014726792606135}, {\"c4\": \"10\", \"condition_ratio\": 1.0005108817819557}, {\"c4\": \"6\", \"condition_ratio\": 0.9950663750572198}, {\"c4\": \"13\", \"condition_ratio\": 0.9805400512897873}], \"row_count_returned\": 13, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 593.67}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..839bcf5c990f4bec6ef82d5ef047d98ce0ca8b69
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T15:42:37.344146+00:00",
+  "ended_at": "2026-05-19T15:42:52.817614+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_464ba098ace50b39",
+    "problem_id": "v2p_c10_7e7020e741cb287d",
+    "dataset_id": "c10",
+    "template_id": "tpl_m4_group_ratio_two_conditions",
+    "template_name": "Grouped Ratio of Two Conditions",
+    "family_id": "conditional_dependency_structure",
+    "canonical_subitem_id": "direction_consistency",
+    "intended_facet_id": "conditional_rate_shift",
+    "variant_semantic_role": "contrastive_conditional_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=c4, condition_col=s4.",
+    "bindings": {
+      "group_col": "c4",
+      "condition_col": "s4",
+      "condition_value": "2",
+      "positive_value": "2",
+      "negative_value": "4",
+      "top_k": 10,
+      "top_n": 3,
+      "num_tiles": 10,
+      "percentile_value": 0.95,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.1,
+      "baseline_multiplier": 1.5,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 5,
+      "measure_threshold": 3.25,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "condition_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;",
+    "notes": [
+      "default_facets=conditional_rate_shift",
+      "template_selection_mode=rule",
+      "problem_index_within_template=5",
+      "sql_variant_index=1/1",
+      "binding_index=40"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 4,
+    "problem_index_within_template": 5,
+    "sql_variant_index": 1,
+    "sql_variant_total": 1
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_464ba098ace50b39.sql",
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_464ba098ace50b39",
+    "api_calls": 0,
+    "input_tokens": 14356,
+    "cached_input_tokens": 13696,
+    "output_tokens": 672,
+    "total_tokens": 15028,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 14863.56,
+    "sql_execution_elapsed_ms_total": 593.67,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5d67c844043287b435702c281d27203950782cb2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:42:52.221738+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14863.56, "started_at": "2026-05-19T15:42:37.356376+00:00", "ended_at": "2026-05-19T15:42:52.219962+00:00", "prompt_metrics": {"chars": 7177, "bytes_utf8": 7177, "lines": 231, "estimated_tokens": null}, "response_metrics": {"chars": 722, "bytes_utf8": 722, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14356, "cached_input_tokens": 13696, "output_tokens": 672, "reasoning_output_tokens": 465}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n    SELECT \\\"c4\\\",\\n           SUM(CASE WHEN \\\"s4\\\" = '2' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"s4\\\" = '4' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"c4\\\"\\n)\\nSELECT \\\"c4\\\",\\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the requested grouped ratio template with group_col=\\\"c4\\\" and condition_col=\\\"s4\\\", comparing \\\"s4\\\"='2' against \\\"s4\\\"='4'. Values are quoted as text because the SQLite schema stores these columns as TEXT; groups with no '4' rows return NULL for the ratio.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..65762288390db5497c6f4b287fbf09defefe55e4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c10",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c10_464ba098ace50b39",
+  "api_calls": 0,
+  "input_tokens": 14356,
+  "cached_input_tokens": 13696,
+  "output_tokens": 672,
+  "total_tokens": 15028,
+  "cost_usd": 0.0,
+  "ai_cli_calls": 1,
+  "estimated_input_tokens": 0,
+  "estimated_output_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "ai_cli_json_usage",
+  "cli_elapsed_ms_total": 14863.56,
+  "sql_execution_elapsed_ms_total": 593.67,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_464ba098ace50b39/cli/conversation.jsonl",
+  "note": "Executed through a local AI CLI with structured usage metadata."
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..95a290098854babb51e2f3c0f8feaee53bbf7b51
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6772, "bytes_utf8": 6772, "lines": 230, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 537, "bytes_utf8": 537, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14265, "cached_input_tokens": 13696, "output_tokens": 1089, "reasoning_output_tokens": 916}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb1d2d7677a9ae08feb7328ba36b9302e9002195
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_474e11c0d4ef47dd",
+    "api_calls": 0,
+    "input_tokens": 14265,
+    "cached_input_tokens": 13696,
+    "output_tokens": 1089,
+    "total_tokens": 15354,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 20368.91,
+    "sql_execution_elapsed_ms_total": 915.32,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..a9b31f283978f9ab815b4cbc7916171e84db344f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:41:17.503726+00:00",
+  "ended_at": "2026-05-19T15:41:37.872671+00:00",
+  "elapsed_ms": 20368.91,
+  "prompt_metrics": {
+    "chars": 6772,
+    "bytes_utf8": 6772,
+    "lines": 230,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 921,
+    "bytes_utf8": 921,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 537,
+      "bytes_utf8": 537,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14265,
+      "cached_input_tokens": 13696,
+      "output_tokens": 1089,
+      "reasoning_output_tokens": 916
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..24b3ff68f5073480a49d059fb3f3cd99d15c5eea
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=c1, measure_col=s3.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "c1",
+    "measure_col": "s3",
+    "item_col": "s2",
+    "top_k": 19,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8a8d64c3a27f00ddd6bd65802246e4a475fd09da
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e6-0838-7c92-909d-7e3632bad0a5"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n  \\\"c1\\\",\\n  \\\"s2\\\",\\n  SUM(CAST(\\\"s3\\\" AS REAL)) AS total_measure,\\n  SUM(CAST(\\\"s3\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"s3\\\" AS REAL))) OVER (PARTITION BY \\\"c1\\\") AS share_within_group\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c1\\\", \\\"s2\\\"\\nORDER BY share_within_group DESC\\nLIMIT 19;\",\"notes\":\"Uses the planned template with bound roles group_col=\\\"c1\\\", item_col=\\\"s2\\\", and measure_col=\\\"s3\\\". CAST is applied because the schema stores these numeric-discrete fields as TEXT in SQLite.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14265,"cached_input_tokens":13696,"output_tokens":1089,"reasoning_output_tokens":916}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..524c8736f5ba6ea189f56b9c489d383e5b236e46
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n  \"c1\",\n  \"s2\",\n  SUM(CAST(\"s3\" AS REAL)) AS total_measure,\n  SUM(CAST(\"s3\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"s3\" AS REAL))) OVER (PARTITION BY \"c1\") AS share_within_group\nFROM \"c10\"\nGROUP BY \"c1\", \"s2\"\nORDER BY share_within_group DESC\nLIMIT 19;","notes":"Uses the planned template with bound roles group_col=\"c1\", item_col=\"s2\", and measure_col=\"s3\". CAST is applied because the schema stores these numeric-discrete fields as TEXT in SQLite."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_474e11c0d4ef47dd/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..04dd4a3df52e5fa0bf50b45b25b5a184cfcd899e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6770, "bytes_utf8": 6770, "lines": 230, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 522, "bytes_utf8": 522, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14265, "cached_input_tokens": 12032, "output_tokens": 685, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..1699a2727c9e34caaeac91b870ceb6dd409b6470
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_47db2d0184fcf53f",
+    "api_calls": 0,
+    "input_tokens": 14265,
+    "cached_input_tokens": 12032,
+    "output_tokens": 685,
+    "total_tokens": 14950,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 15693.94,
+    "sql_execution_elapsed_ms_total": 947.75,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..80306c4457d80dc46abde6bbe4b227253d9058d9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:38:22.838969+00:00",
+  "ended_at": "2026-05-19T15:38:38.532933+00:00",
+  "elapsed_ms": 15693.94,
+  "prompt_metrics": {
+    "chars": 6770,
+    "bytes_utf8": 6770,
+    "lines": 230,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 906,
+    "bytes_utf8": 906,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 522,
+      "bytes_utf8": 522,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14265,
+      "cached_input_tokens": 12032,
+      "output_tokens": 685,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e88f9da5f9562461426aed0af03d12d3cc9b2e3b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=c4, measure_col=c5.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "c4",
+    "measure_col": "c5",
+    "item_col": "s5",
+    "top_k": 14,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 11.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..270639dc2d07d96feab31a74b38691bb40d648d3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e3-5e04-7cf0-b356-fbcdb32325d4"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"c4\\\", \\\"s5\\\",\\n       SUM(CAST(\\\"c5\\\" AS REAL)) AS total_measure,\\n       SUM(CAST(\\\"c5\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"c5\\\" AS REAL))) OVER (PARTITION BY \\\"c4\\\") AS share_within_group\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c4\\\", \\\"s5\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"c4\\\", item_col=\\\"s5\\\", and measure_col=\\\"c5\\\". CAST(\\\"c5\\\" AS REAL) is used because the schema stores fields as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14265,"cached_input_tokens":12032,"output_tokens":685,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d42e38b81d786046936a6f1e1d7d8b27c4fb0bb0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"c4\", \"s5\",\n       SUM(CAST(\"c5\" AS REAL)) AS total_measure,\n       SUM(CAST(\"c5\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"c5\" AS REAL))) OVER (PARTITION BY \"c4\") AS share_within_group\nFROM \"c10\"\nGROUP BY \"c4\", \"s5\"\nORDER BY share_within_group DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"c4\", item_col=\"s5\", and measure_col=\"c5\". CAST(\"c5\" AS REAL) is used because the schema stores fields as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_47db2d0184fcf53f/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d30805a1b85a8418b254b11526bac6ca258ae9e1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=s1, group_col_2=s2.
+Result preview: [{"s1": "2", "s2": "4", "row_count": 25300}, {"s1": "3", "s2": "2", "row_count": 25291}, {"s1": "1", "s2": "3", "row_count": 25219}, {"s1": "3", "s2": "1", "row_count": 25200}, {"s1": "4", "s2": "1", "row_count": 25191}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..dcf97227492bbd009a61758bc6d5b807d8d6dcf7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: conditional_dependency_structure
+-- canonical_subitem_id: slice_level_consistency
+-- intended_facet_id: conditional_interaction_hotspots
+-- variant_semantic_role: count_distribution
+-- template_id: tpl_c2_filtered_group_count_2d
+-- query_record_id: v2q_c10_489ba2d451cb96ec
+-- problem_id: v2p_c10_d146ebe73602f12d
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "s1", "s2", COUNT(*) AS "row_count"
+FROM "c10"
+WHERE CAST("c1" AS REAL) >= 9.0
+GROUP BY "s1", "s2"
+ORDER BY "row_count" DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b41f5be03b511f7910574b5f99745566f72935d0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/query_results.jsonl
@@ -0,0 +1 @@
+{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"s1\", \"s2\", COUNT(*) AS \"row_count\"\nFROM \"c10\"\nWHERE CAST(\"c1\" AS REAL) >= 9.0\nGROUP BY \"s1\", \"s2\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"s1\\\", \\\"s2\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c10\\\"\\nWHERE CAST(\\\"c1\\\" AS REAL) >= 9.0\\nGROUP BY \\\"s1\\\", \\\"s2\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"s1\", \"s2\", \"row_count\"], \"rows\": [{\"s1\": \"2\", \"s2\": \"4\", \"row_count\": 25300}, {\"s1\": \"3\", \"s2\": \"2\", \"row_count\": 25291}, {\"s1\": \"1\", \"s2\": \"3\", \"row_count\": 25219}, {\"s1\": \"3\", \"s2\": \"1\", \"row_count\": 25200}, {\"s1\": \"4\", \"s2\": \"1\", \"row_count\": 25191}, {\"s1\": \"3\", \"s2\": \"4\", \"row_count\": 25164}, {\"s1\": \"2\", \"s2\": \"1\", \"row_count\": 25162}, {\"s1\": \"1\", \"s2\": \"4\", \"row_count\": 25073}, {\"s1\": \"2\", \"s2\": \"3\", \"row_count\": 25035}, {\"s1\": \"4\", \"s2\": \"3\", \"row_count\": 24965}, {\"s1\": \"1\", \"s2\": \"2\", \"row_count\": 24894}, {\"s1\": \"4\", \"s2\": \"2\", \"row_count\": 24892}, {\"s1\": \"2\", \"s2\": \"2\", \"row_count\": 23242}, {\"s1\": \"3\", \"s2\": \"3\", \"row_count\": 23210}, {\"s1\": \"1\", \"s2\": \"1\", \"row_count\": 23170}, {\"s1\": \"4\", \"s2\": \"4\", \"row_count\": 23004}], \"row_count_returned\": 16, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 402.34}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..7297f345a08053bade7348e272356ab7985cfefc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/run_manifest.json
@@ -0,0 +1,93 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T15:45:43.527680+00:00",
+  "ended_at": "2026-05-19T15:45:53.921918+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_489ba2d451cb96ec",
+    "problem_id": "v2p_c10_d146ebe73602f12d",
+    "dataset_id": "c10",
+    "template_id": "tpl_c2_filtered_group_count_2d",
+    "template_name": "Filtered Two-Dimensional Group Count",
+    "family_id": "conditional_dependency_structure",
+    "canonical_subitem_id": "slice_level_consistency",
+    "intended_facet_id": "conditional_interaction_hotspots",
+    "variant_semantic_role": "count_distribution",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=s1, group_col_2=s2.",
+    "bindings": {
+      "group_col": "s1",
+      "group_col_2": "s2",
+      "predicate_col": "c1",
+      "predicate_op": ">=",
+      "predicate_value": 9.0,
+      "top_k": 11,
+      "top_n": 3,
+      "num_tiles": 10,
+      "percentile_value": 0.95,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.1,
+      "baseline_multiplier": 1.5,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 5,
+      "measure_threshold": 3.25,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "group_col_2",
+      "predicate_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;",
+    "notes": [
+      "default_facets=conditional_interaction_hotspots",
+      "template_selection_mode=rule",
+      "problem_index_within_template=9",
+      "sql_variant_index=1/1",
+      "binding_index=56"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 5,
+    "problem_index_within_template": 9,
+    "sql_variant_index": 1,
+    "sql_variant_total": 1
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_489ba2d451cb96ec.sql",
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_489ba2d451cb96ec",
+    "api_calls": 0,
+    "input_tokens": 14242,
+    "cached_input_tokens": 12032,
+    "output_tokens": 435,
+    "total_tokens": 14677,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 9975.0,
+    "sql_execution_elapsed_ms_total": 402.34,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f2d7d3d9e643acb9767c0230bd818101d6c0711
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:45:53.516935+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 9975.0, "started_at": "2026-05-19T15:45:43.541112+00:00", "ended_at": "2026-05-19T15:45:53.516136+00:00", "prompt_metrics": {"chars": 6675, "bytes_utf8": 6675, "lines": 232, "estimated_tokens": null}, "response_metrics": {"chars": 416, "bytes_utf8": 416, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14242, "cached_input_tokens": 12032, "output_tokens": 435, "reasoning_output_tokens": 307}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"s1\\\", \\\"s2\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c10\\\"\\nWHERE CAST(\\\"c1\\\" AS REAL) >= 9.0\\nGROUP BY \\\"s1\\\", \\\"s2\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the planned filtered two-dimensional group count template with group_col=\\\"s1\\\", group_col_2=\\\"s2\\\", and predicate_col=\\\"c1\\\". CAST is applied because the schema stores these fields as TEXT.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..9d47ca55ec3169c42343ded5831c789509cca668
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c10",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c10_489ba2d451cb96ec",
+  "api_calls": 0,
+  "input_tokens": 14242,
+  "cached_input_tokens": 12032,
+  "output_tokens": 435,
+  "total_tokens": 14677,
+  "cost_usd": 0.0,
+  "ai_cli_calls": 1,
+  "estimated_input_tokens": 0,
+  "estimated_output_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "ai_cli_json_usage",
+  "cli_elapsed_ms_total": 9975.0,
+  "sql_execution_elapsed_ms_total": 402.34,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_489ba2d451cb96ec/cli/conversation.jsonl",
+  "note": "Executed through a local AI CLI with structured usage metadata."
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..626f791eccc90a66ffb0c633ff5a87a3236d83a6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6621, "bytes_utf8": 6621, "lines": 231, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 313, "bytes_utf8": 313, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14209, "cached_input_tokens": 12032, "output_tokens": 343, "reasoning_output_tokens": 241}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..57ca4e03d011c6644a1f116ef03f565ff4a5dba3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_4c336080e132098a",
+    "api_calls": 0,
+    "input_tokens": 14209,
+    "cached_input_tokens": 12032,
+    "output_tokens": 343,
+    "total_tokens": 14552,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 10589.35,
+    "sql_execution_elapsed_ms_total": 592.37,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..6198e073c45f87978530f970e7b193c50235b806
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:05:08.085139+00:00",
+  "ended_at": "2026-05-19T16:05:18.674524+00:00",
+  "elapsed_ms": 10589.35,
+  "prompt_metrics": {
+    "chars": 6621,
+    "bytes_utf8": 6621,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 676,
+    "bytes_utf8": 676,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 313,
+      "bytes_utf8": 313,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14209,
+      "cached_input_tokens": 12032,
+      "output_tokens": 343,
+      "reasoning_output_tokens": 241
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0f988c82298ba21f2b91910eeb35473278293b27
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=c1, condition_col=s4.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "c1",
+    "condition_col": "s4",
+    "condition_value": "2",
+    "positive_value": "2",
+    "negative_value": "4",
+    "top_k": 10,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..60801d35d33db23dc54d5b90a094da869048c3c1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-dc6e-78b0-b680-3267c2655cfa"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"c1\\\",\\n       AVG(CASE WHEN \\\"s4\\\" = '2' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c1\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Grouped by \\\"c1\\\" and computed the within-group proportion of rows where \\\"s4\\\" equals '2'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14209,"cached_input_tokens":12032,"output_tokens":343,"reasoning_output_tokens":241}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..754ace92312aaad6fc747c0d778d6c9b4fbbdee1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"c1\",\n       AVG(CASE WHEN \"s4\" = '2' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"c10\"\nGROUP BY \"c1\"\nORDER BY \"condition_rate\" DESC;","notes":"Grouped by \"c1\" and computed the within-group proportion of rows where \"s4\" equals '2'."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4c336080e132098a/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cd64242b12911430c86a9abdefb8b2421823c002
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6553, "bytes_utf8": 6553, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 484, "bytes_utf8": 484, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14201, "cached_input_tokens": 13696, "output_tokens": 381, "reasoning_output_tokens": 241}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..d7d93f12f1b25c3afa1e0edf0964948a409bc267
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_4cae26a440f4469e",
+    "api_calls": 0,
+    "input_tokens": 14201,
+    "cached_input_tokens": 13696,
+    "output_tokens": 381,
+    "total_tokens": 14582,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 9373.27,
+    "sql_execution_elapsed_ms_total": 1390.46,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..1ca331d3cd83f49cf8814f3e9aeb5fd2fd80a369
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:46:45.338308+00:00",
+  "ended_at": "2026-05-19T15:46:54.711610+00:00",
+  "elapsed_ms": 9373.27,
+  "prompt_metrics": {
+    "chars": 6553,
+    "bytes_utf8": 6553,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 847,
+    "bytes_utf8": 847,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 484,
+      "bytes_utf8": 484,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14201,
+      "cached_input_tokens": 13696,
+      "output_tokens": 381,
+      "reasoning_output_tokens": 241
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4fce20e26ab478d97a972cc73ca42df4e7dcd489
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_quantile_tail_slice",
+    "template_name": "Quantile Tail Slice",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH buckets AS (\n    SELECT {measure_col},\n           NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n    FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=c2.",
+  "planned_template_id": "tpl_m4_quantile_tail_slice",
+  "bindings": {
+    "measure_col": "c2",
+    "top_k": 13,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 12.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH buckets AS (\n    SELECT {measure_col},\n           NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n    FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85a83990cfb7d086473791f03a0a8b223722c1fd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40eb-0940-7f00-9569-e402865e57f9"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_quantile_tail_slice\\nWITH buckets AS (\\n    SELECT \\\"c2\\\",\\n           NTILE(10) OVER (ORDER BY CAST(\\\"c2\\\" AS INTEGER) DESC) AS tail_bucket\\n    FROM \\\"c10\\\"\\n)\\nSELECT \\\"c2\\\"\\nFROM buckets\\nWHERE tail_bucket = 1\\nORDER BY CAST(\\\"c2\\\" AS INTEGER) DESC;\",\"notes\":\"Applied the Quantile Tail Slice template with measure_col bound to \\\"c2\\\" and num_tiles=10. CAST is used because \\\"c2\\\" is stored as TEXT in SQLite but represents numeric discrete values.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14201,"cached_input_tokens":13696,"output_tokens":381,"reasoning_output_tokens":241}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..381ce5c9f018c228c080c7d0a2074290c5c1b82a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_quantile_tail_slice\nWITH buckets AS (\n    SELECT \"c2\",\n           NTILE(10) OVER (ORDER BY CAST(\"c2\" AS INTEGER) DESC) AS tail_bucket\n    FROM \"c10\"\n)\nSELECT \"c2\"\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY CAST(\"c2\" AS INTEGER) DESC;","notes":"Applied the Quantile Tail Slice template with measure_col bound to \"c2\" and num_tiles=10. CAST is used because \"c2\" is stored as TEXT in SQLite but represents numeric discrete values."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4cae26a440f4469e/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..e0dcfff28e0cbddd125acce01cb40960a6a0fac4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6371, "bytes_utf8": 6371, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 334, "bytes_utf8": 334, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14147, "cached_input_tokens": 12032, "output_tokens": 319, "reasoning_output_tokens": 216}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..07dcad782156a64c3a47ae863f806dc12efc09db
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_4d1f539dd71b787e",
+    "api_calls": 0,
+    "input_tokens": 14147,
+    "cached_input_tokens": 12032,
+    "output_tokens": 319,
+    "total_tokens": 14466,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 20538.3,
+    "sql_execution_elapsed_ms_total": 426.4,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..6986cd2e74a02fa620e59c51cc6d5c98ae538372
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:29:44.078377+00:00",
+  "ended_at": "2026-05-19T15:30:04.616713+00:00",
+  "elapsed_ms": 20538.3,
+  "prompt_metrics": {
+    "chars": 6371,
+    "bytes_utf8": 6371,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 700,
+    "bytes_utf8": 700,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 334,
+      "bytes_utf8": 334,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14147,
+      "cached_input_tokens": 12032,
+      "output_tokens": 319,
+      "reasoning_output_tokens": 216
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..74adba47a09e669175dec9241993ca8982441596
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=s3, measure_col=s3.",
+  "planned_template_id": "tpl_h2o_group_sum",
+  "bindings": {
+    "group_col": "s3",
+    "measure_col": "s3",
+    "top_k": 14,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..eae18dccb540dc1cc0bd97042ba709dac5d90eb0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40db-7382-7de1-a3ca-1439d87f8706"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"s3\\\", SUM(CAST(\\\"s3\\\" AS INTEGER)) AS \\\"total_measure\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s3\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the planned Grouped Numeric Sum template with group_col=\\\"s3\\\" and measure_col=\\\"s3\\\". CAST is used because the schema stores \\\"s3\\\" as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14147,"cached_input_tokens":12032,"output_tokens":319,"reasoning_output_tokens":216}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..943958946e99598f47dc11b46ca2b4640934d782
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"s3\", SUM(CAST(\"s3\" AS INTEGER)) AS \"total_measure\"\nFROM \"c10\"\nGROUP BY \"s3\"\nORDER BY \"total_measure\" DESC;","notes":"Applied the planned Grouped Numeric Sum template with group_col=\"s3\" and measure_col=\"s3\". CAST is used because the schema stores \"s3\" as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4d1f539dd71b787e/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6b9214ff91c412bf9ad88361276d2fc22d448758
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6925, "bytes_utf8": 6925, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 602, "bytes_utf8": 602, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14283, "cached_input_tokens": 13696, "output_tokens": 527, "reasoning_output_tokens": 357}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..a0b9d9f292436ac8916460ad76b2df92caa6b373
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_4e899ca77c900d9b",
+    "api_calls": 0,
+    "input_tokens": 14283,
+    "cached_input_tokens": 13696,
+    "output_tokens": 527,
+    "total_tokens": 14810,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 11292.89,
+    "sql_execution_elapsed_ms_total": 482.74,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..16812fbf514953f1ee475b1cbd5926164a37df49
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:49:02.018326+00:00",
+  "ended_at": "2026-05-19T15:49:13.311240+00:00",
+  "elapsed_ms": 11292.89,
+  "prompt_metrics": {
+    "chars": 6925,
+    "bytes_utf8": 6925,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 973,
+    "bytes_utf8": 973,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 602,
+      "bytes_utf8": 602,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14283,
+      "cached_input_tokens": 13696,
+      "output_tokens": 527,
+      "reasoning_output_tokens": 357
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..efde63ffc24acb82090b9eb040cb9294dcab93da
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=s5, measure_col=s3.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "s5",
+    "measure_col": "s3",
+    "top_k": 14,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c610b322d3a8e560b008608b084366f2362e7603
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ed-1eb8-79a2-b905-3b34ddf66d70"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT \\\"s5\\\" AS \\\"s5\\\", SUM(CAST(\\\"s3\\\" AS REAL)) AS group_value\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"s5\\\"\\n), total AS (\\n    SELECT SUM(group_value) AS total_value\\n    FROM grouped\\n)\\nSELECT g.\\\"s5\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.1\\nORDER BY g.group_value DESC;\",\"notes\":\"Applied the planned Relative-to-Total Extreme Threshold template with group_col=\\\"s5\\\" and measure_col=\\\"s3\\\". CAST was added because the schema stores feature columns as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14283,"cached_input_tokens":13696,"output_tokens":527,"reasoning_output_tokens":357}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c6a27e5e7a01dfedf1f998c045d4aa21536c5a43
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n    SELECT \"s5\" AS \"s5\", SUM(CAST(\"s3\" AS REAL)) AS group_value\n    FROM \"c10\"\n    GROUP BY \"s5\"\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.\"s5\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.1\nORDER BY g.group_value DESC;","notes":"Applied the planned Relative-to-Total Extreme Threshold template with group_col=\"s5\" and measure_col=\"s3\". CAST was added because the schema stores feature columns as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_4e899ca77c900d9b/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..02abd9828889e450ab6280eec5af6fcc96e1f2b4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6775, "bytes_utf8": 6775, "lines": 230, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 537, "bytes_utf8": 537, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14266, "cached_input_tokens": 13696, "output_tokens": 661, "reasoning_output_tokens": 496}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..c7ef729edb9b1aa72d0ad4b8e3aafe1b2bc0fd93
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_511961ab36a20019",
+    "api_calls": 0,
+    "input_tokens": 14266,
+    "cached_input_tokens": 13696,
+    "output_tokens": 661,
+    "total_tokens": 14927,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 17054.39,
+    "sql_execution_elapsed_ms_total": 965.26,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..20ecf0ef58e121d8c316eff7c19677fd4d452da5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:37:48.853934+00:00",
+  "ended_at": "2026-05-19T15:38:05.908357+00:00",
+  "elapsed_ms": 17054.39,
+  "prompt_metrics": {
+    "chars": 6775,
+    "bytes_utf8": 6775,
+    "lines": 230,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 917,
+    "bytes_utf8": 917,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 537,
+      "bytes_utf8": 537,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14266,
+      "cached_input_tokens": 13696,
+      "output_tokens": 661,
+      "reasoning_output_tokens": 496
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..22cf5d5cb6c05547ff65786d9e7f20311fb24275
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=s4, measure_col=s5.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "s4",
+    "measure_col": "s5",
+    "item_col": "c4",
+    "top_k": 13,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9c12c3209ca001f5050b30ff9bf971b22a641767
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e2-d94e-78f0-814d-685ff1e3528f"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"s4\\\", \\\"c4\\\",\\n       SUM(CAST(\\\"s5\\\" AS INTEGER)) AS total_measure,\\n       SUM(CAST(\\\"s5\\\" AS INTEGER)) * 100.0 / SUM(SUM(CAST(\\\"s5\\\" AS INTEGER))) OVER (PARTITION BY \\\"s4\\\") AS share_within_group\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s4\\\", \\\"c4\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"s4\\\", item_col=\\\"c4\\\", and measure_col=\\\"s5\\\". CAST is used because the SQLite schema stores these fields as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14266,"cached_input_tokens":13696,"output_tokens":661,"reasoning_output_tokens":496}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..407a2487276cde01dd41e94f9cb6da420e03b9b9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"s4\", \"c4\",\n       SUM(CAST(\"s5\" AS INTEGER)) AS total_measure,\n       SUM(CAST(\"s5\" AS INTEGER)) * 100.0 / SUM(SUM(CAST(\"s5\" AS INTEGER))) OVER (PARTITION BY \"s4\") AS share_within_group\nFROM \"c10\"\nGROUP BY \"s4\", \"c4\"\nORDER BY share_within_group DESC;","notes":"Applied the provided Within-Group Share of Total template with group_col=\"s4\", item_col=\"c4\", and measure_col=\"s5\". CAST is used because the SQLite schema stores these fields as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_511961ab36a20019/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..021aeccb8f71ca90dd67493d62e967921e08a9f0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=class, measure_col=c4.
+Result preview: [{"class": "9", "percentile_measure": 13.0}, {"class": "7", "percentile_measure": 12.0}, {"class": "6", "percentile_measure": 12.0}, {"class": "5", "percentile_measure": 12.0}, {"class": "3", "percentile_measure": 12.0}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..19d163bc92cd439e1c8cfab4b04343589798b119
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/generated_sql.sql
@@ -0,0 +1,30 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: tail_rarity_structure
+-- canonical_subitem_id: tail_concentration_consistency
+-- intended_facet_id: rare_target_concentration
+-- variant_semantic_role: ranked_signal_view
+-- template_id: tpl_grouped_percentile_point
+-- query_record_id: v2q_c10_5215d0692ddd57b7
+-- problem_id: v2p_c10_b5686ed8a7939d15
+-- realization_mode: agent
+-- source_kind: agent
+WITH "ranked" AS (
+  SELECT
+    "class",
+    CAST("c4" AS REAL) AS "measure",
+    CUME_DIST() OVER (
+      PARTITION BY "class"
+      ORDER BY CAST("c4" AS REAL)
+    ) AS "cume_dist_value"
+  FROM "c10"
+)
+SELECT
+  "class",
+  MIN("measure") AS "percentile_measure"
+FROM "ranked"
+WHERE "cume_dist_value" >= 0.9
+GROUP BY "class"
+ORDER BY "percentile_measure" DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7bf44aaaecd7ce5e6df21f6750c9f2f875d26659
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/query_results.jsonl
@@ -0,0 +1 @@
+{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_grouped_percentile_point\nWITH \"ranked\" AS (\n  SELECT\n    \"class\",\n    CAST(\"c4\" AS REAL) AS \"measure\",\n    CUME_DIST() OVER (\n      PARTITION BY \"class\"\n      ORDER BY CAST(\"c4\" AS REAL)\n    ) AS \"cume_dist_value\"\n  FROM \"c10\"\n)\nSELECT\n  \"class\",\n  MIN(\"measure\") AS \"percentile_measure\"\nFROM \"ranked\"\nWHERE \"cume_dist_value\" >= 0.9\nGROUP BY \"class\"\nORDER BY \"percentile_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n  SELECT\\n    \\\"class\\\",\\n    CAST(\\\"c4\\\" AS REAL) AS \\\"measure\\\",\\n    CUME_DIST() OVER (\\n      PARTITION BY \\\"class\\\"\\n      ORDER BY CAST(\\\"c4\\\" AS REAL)\\n    ) AS \\\"cume_dist_value\\\"\\n  FROM \\\"c10\\\"\\n)\\nSELECT\\n  \\\"class\\\",\\n  MIN(\\\"measure\\\") AS \\\"percentile_measure\\\"\\nFROM \\\"ranked\\\"\\nWHERE \\\"cume_dist_value\\\" >= 0.9\\nGROUP BY \\\"class\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\", \"columns\": [\"class\", \"percentile_measure\"], \"rows\": [{\"class\": \"9\", \"percentile_measure\": 13.0}, {\"class\": \"7\", \"percentile_measure\": 12.0}, {\"class\": \"6\", \"percentile_measure\": 12.0}, {\"class\": \"5\", \"percentile_measure\": 12.0}, {\"class\": \"3\", \"percentile_measure\": 12.0}, {\"class\": \"2\", \"percentile_measure\": 12.0}, {\"class\": \"1\", \"percentile_measure\": 12.0}, {\"class\": \"0\", \"percentile_measure\": 12.0}, {\"class\": \"8\", \"percentile_measure\": 11.0}, {\"class\": \"4\", \"percentile_measure\": 11.0}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1766.86}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..f41d730a8af47abc70b21375231f69b3e276d470
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/run_manifest.json
@@ -0,0 +1,89 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T15:55:34.505298+00:00",
+  "ended_at": "2026-05-19T15:55:58.008081+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_5215d0692ddd57b7",
+    "problem_id": "v2p_c10_b5686ed8a7939d15",
+    "dataset_id": "c10",
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "family_id": "tail_rarity_structure",
+    "canonical_subitem_id": "tail_concentration_consistency",
+    "intended_facet_id": "rare_target_concentration",
+    "variant_semantic_role": "ranked_signal_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=class, measure_col=c4.",
+    "bindings": {
+      "group_col": "class",
+      "measure_col": "c4",
+      "top_k": 12,
+      "top_n": 6,
+      "num_tiles": 10,
+      "percentile_value": 0.9,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.1,
+      "baseline_multiplier": 1.5,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 5,
+      "measure_threshold": 10.0,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "measure_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "notes": [
+      "default_facets=rare_target_concentration",
+      "template_selection_mode=rule",
+      "problem_index_within_template=4",
+      "sql_variant_index=1/2",
+      "binding_index=87"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 8,
+    "problem_index_within_template": 4,
+    "sql_variant_index": 1,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_5215d0692ddd57b7.sql",
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_5215d0692ddd57b7",
+    "api_calls": 0,
+    "input_tokens": 14184,
+    "cached_input_tokens": 12032,
+    "output_tokens": 1230,
+    "total_tokens": 15414,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 21718.85,
+    "sql_execution_elapsed_ms_total": 1766.86,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ec6dfb1e0d5463e8890dd25b03c16e49f0899481
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:55:56.239308+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 21718.85, "started_at": "2026-05-19T15:55:34.519635+00:00", "ended_at": "2026-05-19T15:55:56.238510+00:00", "prompt_metrics": {"chars": 6554, "bytes_utf8": 6554, "lines": 228, "estimated_tokens": null}, "response_metrics": {"chars": 648, "bytes_utf8": 648, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14184, "cached_input_tokens": 12032, "output_tokens": 1230, "reasoning_output_tokens": 1034}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n  SELECT\\n    \\\"class\\\",\\n    CAST(\\\"c4\\\" AS REAL) AS \\\"measure\\\",\\n    CUME_DIST() OVER (\\n      PARTITION BY \\\"class\\\"\\n      ORDER BY CAST(\\\"c4\\\" AS REAL)\\n    ) AS \\\"cume_dist_value\\\"\\n  FROM \\\"c10\\\"\\n)\\nSELECT\\n  \\\"class\\\",\\n  MIN(\\\"measure\\\") AS \\\"percentile_measure\\\"\\nFROM \\\"ranked\\\"\\nWHERE \\\"cume_dist_value\\\" >= 0.9\\nGROUP BY \\\"class\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this uses CUME_DIST to return the smallest casted numeric \\\"c4\\\" value at or above the 90th percentile within each \\\"class\\\" group.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..be4d5fd0b1e2c7e6413ede7372085879fa00cb7c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c10",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c10_5215d0692ddd57b7",
+  "api_calls": 0,
+  "input_tokens": 14184,
+  "cached_input_tokens": 12032,
+  "output_tokens": 1230,
+  "total_tokens": 15414,
+  "cost_usd": 0.0,
+  "ai_cli_calls": 1,
+  "estimated_input_tokens": 0,
+  "estimated_output_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "ai_cli_json_usage",
+  "cli_elapsed_ms_total": 21718.85,
+  "sql_execution_elapsed_ms_total": 1766.86,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5215d0692ddd57b7/cli/conversation.jsonl",
+  "note": "Executed through a local AI CLI with structured usage metadata."
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..dce54e7d476ee42afa93b317ff884c478eb1fcff
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6553, "bytes_utf8": 6553, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 536, "bytes_utf8": 536, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14201, "cached_input_tokens": 12032, "output_tokens": 568, "reasoning_output_tokens": 410}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b3d63c271197d031adc4d41f4d040cdb054e545
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_53b2fba3f0ca5d9b",
+    "api_calls": 0,
+    "input_tokens": 14201,
+    "cached_input_tokens": 12032,
+    "output_tokens": 568,
+    "total_tokens": 14769,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 11911.94,
+    "sql_execution_elapsed_ms_total": 1459.41,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..8b5dc53c53584ddff1ed6e71c5c572eab3f007a0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:47:41.786748+00:00",
+  "ended_at": "2026-05-19T15:47:53.698734+00:00",
+  "elapsed_ms": 11911.94,
+  "prompt_metrics": {
+    "chars": 6553,
+    "bytes_utf8": 6553,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 916,
+    "bytes_utf8": 916,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 536,
+      "bytes_utf8": 536,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14201,
+      "cached_input_tokens": 12032,
+      "output_tokens": 568,
+      "reasoning_output_tokens": 410
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3cb1f7f980f79e6d611be65b101eac32aff8253c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_quantile_tail_slice",
+    "template_name": "Quantile Tail Slice",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH buckets AS (\n    SELECT {measure_col},\n           NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n    FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=c4.",
+  "planned_template_id": "tpl_m4_quantile_tail_slice",
+  "bindings": {
+    "measure_col": "c4",
+    "top_k": 12,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH buckets AS (\n    SELECT {measure_col},\n           NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n    FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ce6f9b8c3cfd8f3588f502c07c828eae45cfbdca
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40eb-e5ed-7b70-9e99-3b0d5e488f30"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_quantile_tail_slice\\nWITH buckets AS (\\n    SELECT \\\"c4\\\",\\n           CAST(\\\"c4\\\" AS INTEGER) AS \\\"c4_num\\\",\\n           NTILE(10) OVER (ORDER BY CAST(\\\"c4\\\" AS INTEGER) DESC) AS \\\"tail_bucket\\\"\\n    FROM \\\"c10\\\"\\n)\\nSELECT \\\"c4\\\"\\nFROM buckets\\nWHERE \\\"tail_bucket\\\" = 1\\nORDER BY \\\"c4_num\\\" DESC;\",\"notes\":\"Applied the Quantile Tail Slice template with measure_col bound to \\\"c4\\\" and num_tiles=10. Cast \\\"c4\\\" to INTEGER for correct numeric tail ordering because the SQLite schema stores it as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14201,"cached_input_tokens":12032,"output_tokens":568,"reasoning_output_tokens":410}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..61bf316a925719a65d402033e2c005ff2ed01e16
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_quantile_tail_slice\nWITH buckets AS (\n    SELECT \"c4\",\n           CAST(\"c4\" AS INTEGER) AS \"c4_num\",\n           NTILE(10) OVER (ORDER BY CAST(\"c4\" AS INTEGER) DESC) AS \"tail_bucket\"\n    FROM \"c10\"\n)\nSELECT \"c4\"\nFROM buckets\nWHERE \"tail_bucket\" = 1\nORDER BY \"c4_num\" DESC;","notes":"Applied the Quantile Tail Slice template with measure_col bound to \"c4\" and num_tiles=10. Cast \"c4\" to INTEGER for correct numeric tail ordering because the SQLite schema stores it as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_53b2fba3f0ca5d9b/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..4f09e5b44ad42c2acebe98968e5a94fcc9717fd6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6676, "bytes_utf8": 6676, "lines": 232, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 452, "bytes_utf8": 452, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14242, "cached_input_tokens": 12032, "output_tokens": 439, "reasoning_output_tokens": 304}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..8c5bea886197392b434977f8fb0c29163ed9d3db
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_5f3ad7f85ee05f64",
+    "api_calls": 0,
+    "input_tokens": 14242,
+    "cached_input_tokens": 12032,
+    "output_tokens": 439,
+    "total_tokens": 14681,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 15409.9,
+    "sql_execution_elapsed_ms_total": 290.65,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..5cf08c9c910a617bbd9d16e893acc1d30d3ccfd4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:44:21.407379+00:00",
+  "ended_at": "2026-05-19T15:44:36.817308+00:00",
+  "elapsed_ms": 15409.9,
+  "prompt_metrics": {
+    "chars": 6676,
+    "bytes_utf8": 6676,
+    "lines": 232,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1156,
+    "bytes_utf8": 1156,
+    "lines": 5,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 452,
+      "bytes_utf8": 452,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14242,
+      "cached_input_tokens": 12032,
+      "output_tokens": 439,
+      "reasoning_output_tokens": 304
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fbab085590a9a7c179d285f950b7f41378deca7b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,232 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_filtered_group_count_2d",
+    "template_name": "Filtered Two-Dimensional Group Count",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=c4, group_col_2=c5.",
+  "planned_template_id": "tpl_c2_filtered_group_count_2d",
+  "bindings": {
+    "group_col": "c4",
+    "group_col_2": "c5",
+    "predicate_col": "s4",
+    "predicate_op": ">=",
+    "predicate_value": 3.25,
+    "top_k": 10,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..da7576e4134536e7e5b9921ca31da5560d519bc5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,5 @@
+{"type":"thread.started","thread_id":"019e40e8-d6b8-7891-958c-8d085858ed0e"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 14877. Please try again in 446ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"c4\\\", \\\"c5\\\", COUNT(*) AS row_count\\nFROM \\\"c10\\\"\\nWHERE CAST(\\\"s4\\\" AS REAL) >= 3.25\\nGROUP BY \\\"c4\\\", \\\"c5\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Used the required filtered two-dimensional group-count template with group_col=\\\"c4\\\", group_col_2=\\\"c5\\\", and predicate_col=\\\"s4\\\". Applied CAST(\\\"s4\\\" AS REAL) because the schema stores fields as TEXT but the predicate value is numeric.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14242,"cached_input_tokens":12032,"output_tokens":439,"reasoning_output_tokens":304}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..18e95ec1d0c7fd776c94be84f4fefeb869eb8747
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"c4\", \"c5\", COUNT(*) AS row_count\nFROM \"c10\"\nWHERE CAST(\"s4\" AS REAL) >= 3.25\nGROUP BY \"c4\", \"c5\"\nORDER BY row_count DESC;","notes":"Used the required filtered two-dimensional group-count template with group_col=\"c4\", group_col_2=\"c5\", and predicate_col=\"s4\". Applied CAST(\"s4\" AS REAL) because the schema stores fields as TEXT but the predicate value is numeric."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_5f3ad7f85ee05f64/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7589439cff2394eee5a3d6db1279726e0cdb991e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7176, "bytes_utf8": 7176, "lines": 231, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 634, "bytes_utf8": 634, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14356, "cached_input_tokens": 12032, "output_tokens": 384, "reasoning_output_tokens": 190}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..41967b5f1f3d39f15cd89404e9da627a166f37b0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_63478288d66e504f",
+    "api_calls": 0,
+    "input_tokens": 14356,
+    "cached_input_tokens": 12032,
+    "output_tokens": 384,
+    "total_tokens": 14740,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 9309.01,
+    "sql_execution_elapsed_ms_total": 510.06,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c2a5b929d7df6638e8792a08a18365b1f220950
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:41:55.166797+00:00",
+  "ended_at": "2026-05-19T15:42:04.475842+00:00",
+  "elapsed_ms": 9309.01,
+  "prompt_metrics": {
+    "chars": 7176,
+    "bytes_utf8": 7176,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1015,
+    "bytes_utf8": 1015,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 634,
+      "bytes_utf8": 634,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14356,
+      "cached_input_tokens": 12032,
+      "output_tokens": 384,
+      "reasoning_output_tokens": 190
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e64ce7feb6ae71b91e1bab2ab55c0cf53f6349e8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_ratio_two_conditions",
+    "template_name": "Grouped Ratio of Two Conditions",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=s3, condition_col=s1.",
+  "planned_template_id": "tpl_m4_group_ratio_two_conditions",
+  "bindings": {
+    "group_col": "s3",
+    "condition_col": "s1",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 12,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..10f0190d84f14fd7be14d00e5b131c6f424db674
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e6-9b6a-70c0-a10a-82da153afcfa"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n    SELECT \\\"s3\\\",\\n           SUM(CASE WHEN \\\"s1\\\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"s1\\\" = '2' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"s3\\\"\\n)\\nSELECT \\\"s3\\\",\\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applies the grouped ratio template with group_col=\\\"s3\\\" and condition_col=\\\"s1\\\", computing the ratio of rows where \\\"s1\\\"='1' to rows where \\\"s1\\\"='2' for each \\\"s3\\\" group.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14356,"cached_input_tokens":12032,"output_tokens":384,"reasoning_output_tokens":190}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..10158a1bcf85c58de55a995155bc59b4f609a4e4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n    SELECT \"s3\",\n           SUM(CASE WHEN \"s1\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN \"s1\" = '2' THEN 1 ELSE 0 END) AS denominator_count\n    FROM \"c10\"\n    GROUP BY \"s3\"\n)\nSELECT \"s3\",\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Applies the grouped ratio template with group_col=\"s3\" and condition_col=\"s1\", computing the ratio of rows where \"s1\"='1' to rows where \"s1\"='2' for each \"s3\" group."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_63478288d66e504f/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..153d3c37cba380c764e7f74a88d8215b2bc2ad4b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6772, "bytes_utf8": 6772, "lines": 230, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 551, "bytes_utf8": 551, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14265, "cached_input_tokens": 12032, "output_tokens": 686, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..1f23dc9fa54c898c56fba75399feb25f5ecd63ab
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_64ca0079f85ff2dc",
+    "api_calls": 0,
+    "input_tokens": 14265,
+    "cached_input_tokens": 12032,
+    "output_tokens": 686,
+    "total_tokens": 14951,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 14002.27,
+    "sql_execution_elapsed_ms_total": 962.9,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..c68ab47fc4dfa0f7c9f4501b101038aec833a489
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:35:10.816667+00:00",
+  "ended_at": "2026-05-19T15:35:24.818968+00:00",
+  "elapsed_ms": 14002.27,
+  "prompt_metrics": {
+    "chars": 6772,
+    "bytes_utf8": 6772,
+    "lines": 230,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 935,
+    "bytes_utf8": 935,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 551,
+      "bytes_utf8": 551,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14265,
+      "cached_input_tokens": 12032,
+      "output_tokens": 686,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..915be6a29fe234ba4a9c9be3ff5265252a123a2e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=s3, measure_col=s4.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "s3",
+    "measure_col": "s4",
+    "item_col": "c3",
+    "top_k": 16,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..247475413df18813c94ea0df8ae1a1b609604d95
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e0-6ff8-7ca3-80c7-653f9aefb017"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"s3\\\", \\\"c3\\\",\\n       SUM(CAST(\\\"s4\\\" AS INTEGER)) AS total_measure,\\n       SUM(CAST(\\\"s4\\\" AS INTEGER)) * 100.0 / SUM(SUM(CAST(\\\"s4\\\" AS INTEGER))) OVER (PARTITION BY \\\"s3\\\") AS share_within_group\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s3\\\", \\\"c3\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"s3\\\", item_col=\\\"c3\\\", and measure_col=\\\"s4\\\". Cast \\\"s4\\\" from TEXT to INTEGER so SUM and percentage calculations are numeric in SQLite.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14265,"cached_input_tokens":12032,"output_tokens":686,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a7a2acbfbd572db9ea6a2f4c7bd3350255fdb105
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"s3\", \"c3\",\n       SUM(CAST(\"s4\" AS INTEGER)) AS total_measure,\n       SUM(CAST(\"s4\" AS INTEGER)) * 100.0 / SUM(SUM(CAST(\"s4\" AS INTEGER))) OVER (PARTITION BY \"s3\") AS share_within_group\nFROM \"c10\"\nGROUP BY \"s3\", \"c3\"\nORDER BY share_within_group DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"s3\", item_col=\"c3\", and measure_col=\"s4\". Cast \"s4\" from TEXT to INTEGER so SUM and percentage calculations are numeric in SQLite."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_64ca0079f85ff2dc/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..8420694d5b24a10c90a096fda69bb09cfe162e20
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6554, "bytes_utf8": 6554, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 505, "bytes_utf8": 505, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14201, "cached_input_tokens": 13696, "output_tokens": 408, "reasoning_output_tokens": 262}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..1c4ca7d104e654120985c0aa4c5dbe87e1e46bf6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_652d0cf382f04d52",
+    "api_calls": 0,
+    "input_tokens": 14201,
+    "cached_input_tokens": 13696,
+    "output_tokens": 408,
+    "total_tokens": 14609,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 17153.39,
+    "sql_execution_elapsed_ms_total": 1402.0,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..baf5ea1eb1da08fcbcc1bc84d8d11f649b2e1656
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:46:26.748914+00:00",
+  "ended_at": "2026-05-19T15:46:43.902345+00:00",
+  "elapsed_ms": 17153.39,
+  "prompt_metrics": {
+    "chars": 6554,
+    "bytes_utf8": 6554,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1201,
+    "bytes_utf8": 1201,
+    "lines": 5,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 505,
+      "bytes_utf8": 505,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14201,
+      "cached_input_tokens": 13696,
+      "output_tokens": 408,
+      "reasoning_output_tokens": 262
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1dee944bd9d6b7a1e29e0b6c2c22d9e7529c632a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_quantile_tail_slice",
+    "template_name": "Quantile Tail Slice",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH buckets AS (\n    SELECT {measure_col},\n           NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n    FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=s2.",
+  "planned_template_id": "tpl_m4_quantile_tail_slice",
+  "bindings": {
+    "measure_col": "s2",
+    "top_k": 12,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH buckets AS (\n    SELECT {measure_col},\n           NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n    FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2ce4e8941f8370557e864264414170335195f5df
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,5 @@
+{"type":"thread.started","thread_id":"019e40ea-c031-75e1-bdc9-59db76c9083c"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 14836. Please try again in 445ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_quantile_tail_slice\\nWITH buckets AS (\\n    SELECT \\\"s2\\\",\\n           NTILE(10) OVER (ORDER BY CAST(\\\"s2\\\" AS INTEGER) DESC) AS tail_bucket\\n    FROM \\\"c10\\\"\\n)\\nSELECT \\\"s2\\\"\\nFROM buckets\\nWHERE tail_bucket = 1\\nORDER BY CAST(\\\"s2\\\" AS INTEGER) DESC;\",\"notes\":\"Used the provided Quantile Tail Slice template with measure_col bound to \\\"s2\\\" and num_tiles set to 10. CAST(\\\"s2\\\" AS INTEGER) is used for ordering because the schema stores numeric-discrete fields as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14201,"cached_input_tokens":13696,"output_tokens":408,"reasoning_output_tokens":262}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..720081f809f721b219bfa62cb32e73bbf759de50
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_quantile_tail_slice\nWITH buckets AS (\n    SELECT \"s2\",\n           NTILE(10) OVER (ORDER BY CAST(\"s2\" AS INTEGER) DESC) AS tail_bucket\n    FROM \"c10\"\n)\nSELECT \"s2\"\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY CAST(\"s2\" AS INTEGER) DESC;","notes":"Used the provided Quantile Tail Slice template with measure_col bound to \"s2\" and num_tiles set to 10. CAST(\"s2\" AS INTEGER) is used for ordering because the schema stores numeric-discrete fields as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_652d0cf382f04d52/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f4316394a6d0e64c28a711ad46dda2c82f279ae3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:11.423789+00:00",
+  "ended_at": "2026-05-19T16:06:14.747404+00:00",
+  "elapsed_ms": 3323.57,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6621,
+    "bytes_utf8": 6621,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..38fb2da230da1c00367b70a7eeb096369e090685
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:15.749340+00:00",
+  "ended_at": "2026-05-19T16:06:18.819035+00:00",
+  "elapsed_ms": 3069.64,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6621,
+    "bytes_utf8": 6621,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5eb8ed5f78f4f6a6ec00254cdd64a182568c4dd5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=c3, condition_col=s2.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "c3",
+    "condition_col": "s2",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 14,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5eb8ed5f78f4f6a6ec00254cdd64a182568c4dd5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=c3, condition_col=s2.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "c3",
+    "condition_col": "s2",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 14,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9ad133363683e92d3c26dfa84b36c3341d828f7e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-d3de-7783-9fb9-bcde3efcd939"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9d5a67ed2f23099ee16ba23ac9a319ab28854bad
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-d3de-7783-9fb9-bcde3efcd939"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3828886b91fba3ed78987dfed3a4d73124b2bb68
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-e4c4-7311-b932-6db3b994642a"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..aca683f22aec5ac0c6fd822a2ed3f3f5c9a5a8f5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-e4c4-7311-b932-6db3b994642a"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_673220ff767f12a5/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..1396c654a0960a62a7dced26dd243c3e88b095d2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/conversation.jsonl
@@ -0,0 +1,4 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6320, "bytes_utf8": 6320, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "}
+{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 6320, "bytes_utf8": 6320, "lines": 226, "estimated_tokens": null}}
+{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 343, "bytes_utf8": 343, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14137, "cached_input_tokens": 12032, "output_tokens": 247, "reasoning_output_tokens": 145}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..4d57b27be83099e0f08d227572c82d586212951b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 2,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_6834ece4ea14b5f6",
+    "api_calls": 0,
+    "input_tokens": 14137,
+    "cached_input_tokens": 12032,
+    "output_tokens": 247,
+    "total_tokens": 14384,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 2,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 10405.05,
+    "sql_execution_elapsed_ms_total": 132.58,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..463b969e55a1e409658f919fe8661cadba725e55
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:26.280287+00:00",
+  "ended_at": "2026-05-19T16:06:29.122499+00:00",
+  "elapsed_ms": 2842.18,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6320,
+    "bytes_utf8": 6320,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..b9687874921789321e2bc1942ce24d028b191bc5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:30.124077+00:00",
+  "ended_at": "2026-05-19T16:06:37.686978+00:00",
+  "elapsed_ms": 7562.87,
+  "prompt_metrics": {
+    "chars": 6320,
+    "bytes_utf8": 6320,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 687,
+    "bytes_utf8": 687,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 343,
+      "bytes_utf8": 343,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14137,
+      "cached_input_tokens": 12032,
+      "output_tokens": 247,
+      "reasoning_output_tokens": 145
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d011fc292088d1377cd24519acf224c8405875d5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_threshold_rarity_cdf",
+    "template_name": "Threshold Rarity CDF",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=s5.",
+  "planned_template_id": "tpl_threshold_rarity_cdf",
+  "bindings": {
+    "measure_col": "s5",
+    "top_k": 13,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d011fc292088d1377cd24519acf224c8405875d5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_threshold_rarity_cdf",
+    "template_name": "Threshold Rarity CDF",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=s5.",
+  "planned_template_id": "tpl_threshold_rarity_cdf",
+  "bindings": {
+    "measure_col": "s5",
+    "top_k": 13,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f8a8c874ccf03109cb66398f6fabf2deb32ca21c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-0df7-7793-a05e-7d438779bd4c"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1fca377847e1e8f77fe44962f8e5c7224f40c5c9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-0df7-7793-a05e-7d438779bd4c"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..25a3b1e36cbd6aa87ae1d0c69d9b288bde531894
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-1cec-7f41-b915-8d812d34306b"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_threshold_rarity_cdf\\nSELECT AVG(CASE WHEN CAST(\\\"s5\\\" AS REAL) <= 3.25 THEN 1 ELSE 0 END) AS \\\"empirical_cdf_at_threshold\\\"\\nFROM \\\"c10\\\";\",\"notes\":\"Applied the provided Threshold Rarity CDF template with measure_col bound to \\\"s5\\\" and threshold 3.25, casting from TEXT to REAL for numeric comparison in SQLite.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14137,"cached_input_tokens":12032,"output_tokens":247,"reasoning_output_tokens":145}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..33425b53d73c91a420358dd1d750720b28fb6c98
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_response_attempt_2.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_threshold_rarity_cdf\nSELECT AVG(CASE WHEN CAST(\"s5\" AS REAL) <= 3.25 THEN 1 ELSE 0 END) AS \"empirical_cdf_at_threshold\"\nFROM \"c10\";","notes":"Applied the provided Threshold Rarity CDF template with measure_col bound to \"s5\" and threshold 3.25, casting from TEXT to REAL for numeric comparison in SQLite."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6834ece4ea14b5f6/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..346c1eb8cdff80963d3b241914701ddbce55f3ed
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6373, "bytes_utf8": 6373, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 319, "bytes_utf8": 319, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14147, "cached_input_tokens": 12032, "output_tokens": 299, "reasoning_output_tokens": 201}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..3d2dea59a80eed1b7d3a0848af14920c9b3c6a61
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_69957582203c343a",
+    "api_calls": 0,
+    "input_tokens": 14147,
+    "cached_input_tokens": 12032,
+    "output_tokens": 299,
+    "total_tokens": 14446,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 11392.88,
+    "sql_execution_elapsed_ms_total": 490.41,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..6018dfd3e47ab2636e3fbeb4fdc2933491a511ff
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:31:27.542483+00:00",
+  "ended_at": "2026-05-19T15:31:38.935394+00:00",
+  "elapsed_ms": 11392.88,
+  "prompt_metrics": {
+    "chars": 6373,
+    "bytes_utf8": 6373,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 677,
+    "bytes_utf8": 677,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 319,
+      "bytes_utf8": 319,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14147,
+      "cached_input_tokens": 12032,
+      "output_tokens": 299,
+      "reasoning_output_tokens": 201
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..72e7667bc34447f7d8cb47103832f836f0459381
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=c4, measure_col=c4.",
+  "planned_template_id": "tpl_h2o_group_sum",
+  "bindings": {
+    "group_col": "c4",
+    "measure_col": "c4",
+    "top_k": 17,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 9.64,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d495b283b709b3c3742466c422bc032b05636292
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40dd-07d6-7d70-a9db-411e69d93aca"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"c4\\\", SUM(CAST(\\\"c4\\\" AS INTEGER)) AS total_measure\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c4\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the provided grouped-sum template with group_col=\\\"c4\\\" and measure_col=\\\"c4\\\". CAST is applied because the schema stores \\\"c4\\\" as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14147,"cached_input_tokens":12032,"output_tokens":299,"reasoning_output_tokens":201}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..aa2865866a4151efb8efa01a25706118ee8f04b5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"c4\", SUM(CAST(\"c4\" AS INTEGER)) AS total_measure\nFROM \"c10\"\nGROUP BY \"c4\"\nORDER BY total_measure DESC;","notes":"Used the provided grouped-sum template with group_col=\"c4\" and measure_col=\"c4\". CAST is applied because the schema stores \"c4\" as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_69957582203c343a/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..af1866809b36bfac5186e506977a6afcaa94ad5a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:05:19.286467+00:00",
+  "ended_at": "2026-05-19T16:05:23.444503+00:00",
+  "elapsed_ms": 4158.01,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6618,
+    "bytes_utf8": 6618,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ce761e630532fd6346e2041b575a329139be9269
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:05:24.447173+00:00",
+  "ended_at": "2026-05-19T16:05:27.382165+00:00",
+  "elapsed_ms": 2934.94,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6618,
+    "bytes_utf8": 6618,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9db9f2060677391cd5f16cb68d0a17722eefb163
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=c1, condition_col=s4.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "c1",
+    "condition_col": "s4",
+    "condition_value": "4",
+    "positive_value": "2",
+    "negative_value": "4",
+    "top_k": 15,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9db9f2060677391cd5f16cb68d0a17722eefb163
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=c1, condition_col=s4.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "c1",
+    "condition_col": "s4",
+    "condition_value": "4",
+    "positive_value": "2",
+    "negative_value": "4",
+    "top_k": 15,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3de3973e55aa9e48d87b180314a32c8ef7a3c5b3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-0838-7811-9208-1cb40a76339d"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d5488063384834bb60c1559f1ef6bf70efd64fac
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-0838-7811-9208-1cb40a76339d"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..de7f6c0e1694b183704535c0d6bd0058f2469081
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-1c72-7141-9c1a-9f32cd33c101"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e60283dd858dbbb9f045fc7b5475b9626b30e835
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-1c72-7141-9c1a-9f32cd33c101"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6ea09d441ca06f3d/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2b5e13ac572e6442abdd669c2e7e19add79075ff
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6554, "bytes_utf8": 6554, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 502, "bytes_utf8": 502, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14201, "cached_input_tokens": 12032, "output_tokens": 660, "reasoning_output_tokens": 514}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..4851af20835f3b5c58108f66213dfb6dd1b35f6e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_6f74272531a02ca1",
+    "api_calls": 0,
+    "input_tokens": 14201,
+    "cached_input_tokens": 12032,
+    "output_tokens": 660,
+    "total_tokens": 14861,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 12825.05,
+    "sql_execution_elapsed_ms_total": 1402.79,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..940128d3a3bdeed7301fe2d003a11efa7c9b2e99
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:47:27.526557+00:00",
+  "ended_at": "2026-05-19T15:47:40.351662+00:00",
+  "elapsed_ms": 12825.05,
+  "prompt_metrics": {
+    "chars": 6554,
+    "bytes_utf8": 6554,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 866,
+    "bytes_utf8": 866,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 502,
+      "bytes_utf8": 502,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14201,
+      "cached_input_tokens": 12032,
+      "output_tokens": 660,
+      "reasoning_output_tokens": 514
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..36d8f974f5e6be3b96d89da6c8c96877d2edb3f1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_quantile_tail_slice",
+    "template_name": "Quantile Tail Slice",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH buckets AS (\n    SELECT {measure_col},\n           NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n    FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=s4.",
+  "planned_template_id": "tpl_m4_quantile_tail_slice",
+  "bindings": {
+    "measure_col": "s4",
+    "top_k": 11,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH buckets AS (\n    SELECT {measure_col},\n           NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n    FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..51bedcc2ee829cf5a7452fecb206429e2b1342d6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40eb-ae21-7c71-bf36-efd1eb9d73cc"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_quantile_tail_slice\\nWITH buckets AS (\\n    SELECT\\n        \\\"s4\\\",\\n        NTILE(10) OVER (ORDER BY CAST(\\\"s4\\\" AS INTEGER) DESC) AS tail_bucket\\n    FROM \\\"c10\\\"\\n)\\nSELECT \\\"s4\\\"\\nFROM buckets\\nWHERE tail_bucket = 1\\nORDER BY CAST(\\\"s4\\\" AS INTEGER) DESC;\",\"notes\":\"Applied the Quantile Tail Slice template with measure_col=\\\"s4\\\" and num_tiles=10. CAST is used in ordering because the SQLite schema stores \\\"s4\\\" as TEXT even though it is a numeric-discrete field.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14201,"cached_input_tokens":12032,"output_tokens":660,"reasoning_output_tokens":514}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5b7fedcc4548e7d3c1a9aed0bc1618ae39e428b8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_quantile_tail_slice\nWITH buckets AS (\n    SELECT\n        \"s4\",\n        NTILE(10) OVER (ORDER BY CAST(\"s4\" AS INTEGER) DESC) AS tail_bucket\n    FROM \"c10\"\n)\nSELECT \"s4\"\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY CAST(\"s4\" AS INTEGER) DESC;","notes":"Applied the Quantile Tail Slice template with measure_col=\"s4\" and num_tiles=10. CAST is used in ordering because the SQLite schema stores \"s4\" as TEXT even though it is a numeric-discrete field."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_6f74272531a02ca1/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..1a6f8268ef72c72ad04dd9fa70cbc4e7a2a2a51b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6292, "bytes_utf8": 6292, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 286, "bytes_utf8": 286, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14121, "cached_input_tokens": 13696, "output_tokens": 237, "reasoning_output_tokens": 157}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..4a73d5f5323d41b47e0145fcb01b17ac18ddc90c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_70c33bb9a0d85956",
+    "api_calls": 0,
+    "input_tokens": 14121,
+    "cached_input_tokens": 13696,
+    "output_tokens": 237,
+    "total_tokens": 14358,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 7218.66,
+    "sql_execution_elapsed_ms_total": 395.69,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..2dd06634657c99eb0f025f75a764362812ca737a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:32:13.483530+00:00",
+  "ended_at": "2026-05-19T15:32:20.702230+00:00",
+  "elapsed_ms": 7218.66,
+  "prompt_metrics": {
+    "chars": 6292,
+    "bytes_utf8": 6292,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 632,
+    "bytes_utf8": 632,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 286,
+      "bytes_utf8": 286,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14121,
+      "cached_input_tokens": 13696,
+      "output_tokens": 237,
+      "reasoning_output_tokens": 157
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1fd4732585338bd5485ef4b8143482e50eaa96a0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_count",
+    "template_name": "Grouped Count by Category",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=s2.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "s2",
+    "top_k": 13,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 12.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9d4d68c8b35cf1e73c69a69d1411f6e1914996c5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40dd-bb34-75a3-bef4-6839c7df2bbe"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"s2\\\", COUNT(*) AS row_count\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s2\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Applied the Grouped Count by Category template with group_col bound to \\\"s2\\\" to inspect count distribution across s2 subgroups.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14121,"cached_input_tokens":13696,"output_tokens":237,"reasoning_output_tokens":157}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..39fc1e9bcb31a9e8a7a29160462c3de2554874ad
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"s2\", COUNT(*) AS row_count\nFROM \"c10\"\nGROUP BY \"s2\"\nORDER BY row_count DESC;","notes":"Applied the Grouped Count by Category template with group_col bound to \"s2\" to inspect count distribution across s2 subgroups."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_70c33bb9a0d85956/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f10593a7b7e5bf642de0575c542a4ef04801d9e5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/conversation.jsonl
@@ -0,0 +1,4 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6550, "bytes_utf8": 6550, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "}
+{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 6550, "bytes_utf8": 6550, "lines": 228, "estimated_tokens": null}}
+{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 1570, "bytes_utf8": 1570, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14185, "cached_input_tokens": 13696, "output_tokens": 2013, "reasoning_output_tokens": 1513}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..adbb5010c6c604b4722f568644cd4e3893b4f9ef
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 2,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_72025c8062f48e0c",
+    "api_calls": 0,
+    "input_tokens": 14185,
+    "cached_input_tokens": 13696,
+    "output_tokens": 2013,
+    "total_tokens": 16198,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 2,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 31140.51,
+    "sql_execution_elapsed_ms_total": 3910.4,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..2edca005a71ef2362b8ab47b7afe917fc92ba5fc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:56:45.059600+00:00",
+  "ended_at": "2026-05-19T15:56:48.652755+00:00",
+  "elapsed_ms": 3593.12,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6550,
+    "bytes_utf8": 6550,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..6bd14fd4a21e7d6bffc96df105e101f0f2e26642
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:56:49.655364+00:00",
+  "ended_at": "2026-05-19T15:57:17.202785+00:00",
+  "elapsed_ms": 27547.39,
+  "prompt_metrics": {
+    "chars": 6550,
+    "bytes_utf8": 6550,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 2159,
+    "bytes_utf8": 2159,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 1570,
+      "bytes_utf8": 1570,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14185,
+      "cached_input_tokens": 13696,
+      "output_tokens": 2013,
+      "reasoning_output_tokens": 1513
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ede0fa63b4fee61681c6bd201affd1b7bfd1e7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=s1, measure_col=s5.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "s1",
+    "measure_col": "s5",
+    "top_k": 18,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14ede0fa63b4fee61681c6bd201affd1b7bfd1e7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=s1, measure_col=s5.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "s1",
+    "measure_col": "s5",
+    "top_k": 18,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5c2140db8057b53dd06fa134606e862316bd9a1f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f4-2f8e-7a81-af65-8c63e87a8df0"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..321d37031b782e20d1df13bb161fa134bf0657be
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f4-2f8e-7a81-af65-8c63e87a8df0"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1afe9ba66e1686e96ee0f2b4b70875760626b6c8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f4-41a0-7142-b14f-13f8ee2de16a"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"base\\\" AS (\\n  SELECT\\n    \\\"s1\\\",\\n    CAST(\\\"s5\\\" AS REAL) AS \\\"measure\\\"\\n  FROM \\\"c10\\\"\\n),\\n\\\"ranked\\\" AS (\\n  SELECT\\n    \\\"s1\\\",\\n    \\\"measure\\\",\\n    ROW_NUMBER() OVER (PARTITION BY \\\"s1\\\" ORDER BY \\\"measure\\\") AS \\\"rn\\\",\\n    COUNT(*) OVER (PARTITION BY \\\"s1\\\") AS \\\"cnt\\\"\\n  FROM \\\"base\\\"\\n),\\n\\\"params\\\" AS (\\n  SELECT DISTINCT\\n    \\\"s1\\\",\\n    (1.0 + 0.9 * (\\\"cnt\\\" - 1)) AS \\\"r\\\"\\n  FROM \\\"ranked\\\"\\n),\\n\\\"picked\\\" AS (\\n  SELECT\\n    p.\\\"s1\\\",\\n    p.\\\"r\\\",\\n    MAX(CASE WHEN r.\\\"rn\\\" = CAST(p.\\\"r\\\" AS INTEGER) THEN r.\\\"measure\\\" END) AS \\\"lo_val\\\",\\n    MAX(CASE\\n          WHEN r.\\\"rn\\\" = CASE\\n                           WHEN CAST(p.\\\"r\\\" AS INTEGER) < p.\\\"r\\\" THEN CAST(p.\\\"r\\\" AS INTEGER) + 1\\n                           ELSE CAST(p.\\\"r\\\" AS INTEGER)\\n                         END\\n          THEN r.\\\"measure\\\"\\n        END) AS \\\"hi_val\\\"\\n  FROM \\\"params\\\" AS p\\n  JOIN \\\"ranked\\\" AS r\\n    ON r.\\\"s1\\\" = p.\\\"s1\\\"\\n  GROUP BY p.\\\"s1\\\", p.\\\"r\\\"\\n)\\nSELECT\\n  \\\"s1\\\",\\n  CASE\\n    WHEN CAST(\\\"r\\\" AS INTEGER) = \\\"r\\\" THEN \\\"lo_val\\\"\\n    ELSE \\\"lo_val\\\" + (\\\"r\\\" - CAST(\\\"r\\\" AS INTEGER)) * (\\\"hi_val\\\" - \\\"lo_val\\\")\\n  END AS \\\"percentile_measure\\\"\\nFROM \\\"picked\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"Uses group_col=\\\"s1\\\" and measure_col=\\\"s5\\\" from the planned template. Since SQLite lacks PERCENTILE_CONT, the query emulates the 0.9 continuous percentile per group with window functions and linear interpolation, casting \\\"s5\\\" from TEXT to REAL for numeric ordering.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14185,"cached_input_tokens":13696,"output_tokens":2013,"reasoning_output_tokens":1513}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2f036aaa353c54642916f4a7ea2e63dc2b8d63de
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_response_attempt_2.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"base\" AS (\n  SELECT\n    \"s1\",\n    CAST(\"s5\" AS REAL) AS \"measure\"\n  FROM \"c10\"\n),\n\"ranked\" AS (\n  SELECT\n    \"s1\",\n    \"measure\",\n    ROW_NUMBER() OVER (PARTITION BY \"s1\" ORDER BY \"measure\") AS \"rn\",\n    COUNT(*) OVER (PARTITION BY \"s1\") AS \"cnt\"\n  FROM \"base\"\n),\n\"params\" AS (\n  SELECT DISTINCT\n    \"s1\",\n    (1.0 + 0.9 * (\"cnt\" - 1)) AS \"r\"\n  FROM \"ranked\"\n),\n\"picked\" AS (\n  SELECT\n    p.\"s1\",\n    p.\"r\",\n    MAX(CASE WHEN r.\"rn\" = CAST(p.\"r\" AS INTEGER) THEN r.\"measure\" END) AS \"lo_val\",\n    MAX(CASE\n          WHEN r.\"rn\" = CASE\n                           WHEN CAST(p.\"r\" AS INTEGER) < p.\"r\" THEN CAST(p.\"r\" AS INTEGER) + 1\n                           ELSE CAST(p.\"r\" AS INTEGER)\n                         END\n          THEN r.\"measure\"\n        END) AS \"hi_val\"\n  FROM \"params\" AS p\n  JOIN \"ranked\" AS r\n    ON r.\"s1\" = p.\"s1\"\n  GROUP BY p.\"s1\", p.\"r\"\n)\nSELECT\n  \"s1\",\n  CASE\n    WHEN CAST(\"r\" AS INTEGER) = \"r\" THEN \"lo_val\"\n    ELSE \"lo_val\" + (\"r\" - CAST(\"r\" AS INTEGER)) * (\"hi_val\" - \"lo_val\")\n  END AS \"percentile_measure\"\nFROM \"picked\"\nORDER BY \"percentile_measure\" DESC;","notes":"Uses group_col=\"s1\" and measure_col=\"s5\" from the planned template. Since SQLite lacks PERCENTILE_CONT, the query emulates the 0.9 continuous percentile per group with window functions and linear interpolation, casting \"s5\" from TEXT to REAL for numeric ordering."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_72025c8062f48e0c/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..a774ce0e28ef3810b560e6b073a0cff044ebeba5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6770, "bytes_utf8": 6770, "lines": 230, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 517, "bytes_utf8": 517, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14265, "cached_input_tokens": 13696, "output_tokens": 561, "reasoning_output_tokens": 388}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..e418215c7ce124ed1fe185c7feaea97b28cc5636
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_727a3fa693afa220",
+    "api_calls": 0,
+    "input_tokens": 14265,
+    "cached_input_tokens": 13696,
+    "output_tokens": 561,
+    "total_tokens": 14826,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 11135.12,
+    "sql_execution_elapsed_ms_total": 1001.1,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..9355ac2987a82742ec9f7e9a3465ff1a82f5db28
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:40:34.245645+00:00",
+  "ended_at": "2026-05-19T15:40:45.380795+00:00",
+  "elapsed_ms": 11135.12,
+  "prompt_metrics": {
+    "chars": 6770,
+    "bytes_utf8": 6770,
+    "lines": 230,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 903,
+    "bytes_utf8": 903,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 517,
+      "bytes_utf8": 517,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14265,
+      "cached_input_tokens": 13696,
+      "output_tokens": 561,
+      "reasoning_output_tokens": 388
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..740af980e53ff359e3864de690be88ab448585ce
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=s1, measure_col=c2.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "s1",
+    "measure_col": "c2",
+    "item_col": "c1",
+    "top_k": 13,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 12.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0ab6d06831dad0df750b127d85e79d43c2e4330e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e5-5f73-7b23-9f95-f6f10c2402a9"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n  \\\"s1\\\",\\n  \\\"c1\\\",\\n  SUM(CAST(\\\"c2\\\" AS REAL)) AS total_measure,\\n  SUM(CAST(\\\"c2\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"c2\\\" AS REAL))) OVER (PARTITION BY \\\"s1\\\") AS share_within_group\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s1\\\", \\\"c1\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the Within-Group Share of Total template with group_col=\\\"s1\\\", item_col=\\\"c1\\\", and measure_col=\\\"c2\\\". \\\"c2\\\" is cast from TEXT to REAL so SQLite can aggregate it numerically.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14265,"cached_input_tokens":13696,"output_tokens":561,"reasoning_output_tokens":388}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..74d56ba974a01d18f5e88269d4e61fab076d8245
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n  \"s1\",\n  \"c1\",\n  SUM(CAST(\"c2\" AS REAL)) AS total_measure,\n  SUM(CAST(\"c2\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"c2\" AS REAL))) OVER (PARTITION BY \"s1\") AS share_within_group\nFROM \"c10\"\nGROUP BY \"s1\", \"c1\"\nORDER BY share_within_group DESC;","notes":"Uses the Within-Group Share of Total template with group_col=\"s1\", item_col=\"c1\", and measure_col=\"c2\". \"c2\" is cast from TEXT to REAL so SQLite can aggregate it numerically."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_727a3fa693afa220/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f427876ea1765b273eb64d2b60fd2234edee3e44
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6772, "bytes_utf8": 6772, "lines": 230, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 517, "bytes_utf8": 517, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14265, "cached_input_tokens": 12032, "output_tokens": 562, "reasoning_output_tokens": 390}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..a7d0370a7b23a7485fd85c0eab6d42c9f3817dc2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_7303da6d47482102",
+    "api_calls": 0,
+    "input_tokens": 14265,
+    "cached_input_tokens": 12032,
+    "output_tokens": 562,
+    "total_tokens": 14827,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 14932.36,
+    "sql_execution_elapsed_ms_total": 992.32,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b52e5194919e77f2c6707107b51f4484867154b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:38:06.893921+00:00",
+  "ended_at": "2026-05-19T15:38:21.826313+00:00",
+  "elapsed_ms": 14932.36,
+  "prompt_metrics": {
+    "chars": 6772,
+    "bytes_utf8": 6772,
+    "lines": 230,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 903,
+    "bytes_utf8": 903,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 517,
+      "bytes_utf8": 517,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14265,
+      "cached_input_tokens": 12032,
+      "output_tokens": 562,
+      "reasoning_output_tokens": 390
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..de6c969ad92860fd84ce4c2b7591a16f2887f509
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=s4, measure_col=s5.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "s4",
+    "measure_col": "s5",
+    "item_col": "c4",
+    "top_k": 18,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..20f29dfd56021c761cd6ad5fdf39bf470d5a28d3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e3-1fb4-78e1-8d6e-2b59ee2e4e55"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n  \\\"s4\\\",\\n  \\\"c4\\\",\\n  SUM(CAST(\\\"s5\\\" AS REAL)) AS total_measure,\\n  SUM(CAST(\\\"s5\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"s5\\\" AS REAL))) OVER (PARTITION BY \\\"s4\\\") AS share_within_group\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s4\\\", \\\"c4\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned template with bound roles group_col=\\\"s4\\\", item_col=\\\"c4\\\", and measure_col=\\\"s5\\\". Since \\\"s5\\\" is stored as TEXT in SQLite, it is cast to REAL before aggregation.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14265,"cached_input_tokens":12032,"output_tokens":562,"reasoning_output_tokens":390}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1e805b89a15f5d2c1470212c285adf1e35fde152
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n  \"s4\",\n  \"c4\",\n  SUM(CAST(\"s5\" AS REAL)) AS total_measure,\n  SUM(CAST(\"s5\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"s5\" AS REAL))) OVER (PARTITION BY \"s4\") AS share_within_group\nFROM \"c10\"\nGROUP BY \"s4\", \"c4\"\nORDER BY share_within_group DESC;","notes":"Used the planned template with bound roles group_col=\"s4\", item_col=\"c4\", and measure_col=\"s5\". Since \"s5\" is stored as TEXT in SQLite, it is cast to REAL before aggregation."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7303da6d47482102/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_732cacdd45550044/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_732cacdd45550044/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..be455599e4c550ab8c9b91cb64eca6267b10b611
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_732cacdd45550044/run_manifest.json
@@ -0,0 +1,67 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T16:09:02.887818+00:00",
+  "ended_at": "2026-05-19T16:09:10.181376+00:00",
+  "status": "failed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_732cacdd45550044",
+    "problem_id": "v2p_c10_8d1dadbce9c42705",
+    "dataset_id": "c10",
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "family_id": "tail_rarity_structure",
+    "canonical_subitem_id": "tail_mass_similarity",
+    "intended_facet_id": "tail_ranked_signal",
+    "variant_semantic_role": "rare_extreme_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=s2.",
+    "bindings": {
+      "group_col": "s2",
+      "top_k": 18,
+      "top_n": 7,
+      "num_tiles": 10,
+      "percentile_value": 0.95,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.05,
+      "baseline_multiplier": 1.75,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 4,
+      "measure_threshold": 12.0,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=tail_ranked_signal",
+      "template_selection_mode=rule",
+      "problem_index_within_template=4",
+      "sql_variant_index=2/2",
+      "binding_index=123"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 11,
+    "problem_index_within_template": 4,
+    "sql_variant_index": 2,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "error": "AI CLI command failed with exit code 1: "
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_732cacdd45550044/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_732cacdd45550044/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..a19cb3389a967b6ebf5767dafeba0e0378e62b61
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_732cacdd45550044/trace.jsonl
@@ -0,0 +1,2 @@
+{"timestamp": "2026-05-19T16:09:06.262832+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3360.57, "started_at": "2026-05-19T16:09:02.901084+00:00", "ended_at": "2026-05-19T16:09:06.261686+00:00", "prompt_metrics": {"chars": 6374, "bytes_utf8": 6374, "lines": 226, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40ff-71aa-7291-bd13-0485d2fd5cd9\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
+{"timestamp": "2026-05-19T16:09:10.181278+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 2915.9, "started_at": "2026-05-19T16:09:07.264449+00:00", "ended_at": "2026-05-19T16:09:10.180402+00:00", "prompt_metrics": {"chars": 6374, "bytes_utf8": 6374, "lines": 226, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40ff-82ca-7d42-a6f7-e5688e7f9bae\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6ba399d19f72ea0e09486daf1db5e97095f0618c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/conversation.jsonl
@@ -0,0 +1,4 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6319, "bytes_utf8": 6319, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "}
+{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 6319, "bytes_utf8": 6319, "lines": 226, "estimated_tokens": null}}
+{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 342, "bytes_utf8": 342, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14137, "cached_input_tokens": 12288, "output_tokens": 345, "reasoning_output_tokens": 238}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..efb75ac925113d0363afc025996f30c3619f18c7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 2,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_7346f3847c78ea86",
+    "api_calls": 0,
+    "input_tokens": 14137,
+    "cached_input_tokens": 12288,
+    "output_tokens": 345,
+    "total_tokens": 14482,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 2,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 11593.75,
+    "sql_execution_elapsed_ms_total": 130.47,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad90c9121acedb9d0bf93950c9884751de69eafb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:07:09.326428+00:00",
+  "ended_at": "2026-05-19T16:07:12.298382+00:00",
+  "elapsed_ms": 2971.92,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6319,
+    "bytes_utf8": 6319,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..fe9e6faaabe3fc64c84729da0245ee4361ad37ce
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:07:13.300416+00:00",
+  "ended_at": "2026-05-19T16:07:21.922289+00:00",
+  "elapsed_ms": 8621.83,
+  "prompt_metrics": {
+    "chars": 6319,
+    "bytes_utf8": 6319,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 690,
+    "bytes_utf8": 690,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 342,
+      "bytes_utf8": 342,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14137,
+      "cached_input_tokens": 12288,
+      "output_tokens": 345,
+      "reasoning_output_tokens": 238
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a537eafd6fd96debe543976405a5301934cbe765
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_threshold_rarity_cdf",
+    "template_name": "Threshold Rarity CDF",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=c2.",
+  "planned_template_id": "tpl_threshold_rarity_cdf",
+  "bindings": {
+    "measure_col": "c2",
+    "top_k": 13,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 12.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a537eafd6fd96debe543976405a5301934cbe765
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_threshold_rarity_cdf",
+    "template_name": "Threshold Rarity CDF",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=c2.",
+  "planned_template_id": "tpl_threshold_rarity_cdf",
+  "bindings": {
+    "measure_col": "c2",
+    "top_k": 13,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 12.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5978a43dde529026faca561589f25d586ae2af25
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-b609-7053-bce1-666984538678"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ef7ca2de92b0e48e0f671b779802ccaf26fc927c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-b609-7053-bce1-666984538678"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1069de9ba88636eef193bc5b21371d02f26e3a2c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-c5b2-7ae0-a9c3-8968fb03394b"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_threshold_rarity_cdf\\nSELECT AVG(CASE WHEN CAST(\\\"c2\\\" AS REAL) <= 12.0 THEN 1 ELSE 0 END) AS \\\"empirical_cdf_at_threshold\\\"\\nFROM \\\"c10\\\";\",\"notes\":\"Applied the Threshold Rarity CDF template with measure_col=\\\"c2\\\" and measure_threshold=12.0. CAST to REAL is used because \\\"c2\\\" is stored as TEXT in the schema.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14137,"cached_input_tokens":12288,"output_tokens":345,"reasoning_output_tokens":238}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fd07e55efb69ee435e09ffe2f04371feac0ae5f8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_response_attempt_2.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_threshold_rarity_cdf\nSELECT AVG(CASE WHEN CAST(\"c2\" AS REAL) <= 12.0 THEN 1 ELSE 0 END) AS \"empirical_cdf_at_threshold\"\nFROM \"c10\";","notes":"Applied the Threshold Rarity CDF template with measure_col=\"c2\" and measure_threshold=12.0. CAST to REAL is used because \"c2\" is stored as TEXT in the schema."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7346f3847c78ea86/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..877997e5e33e283ad996c502bd8d6dd22160860b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6558, "bytes_utf8": 6558, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 767, "bytes_utf8": 767, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14184, "cached_input_tokens": 13696, "output_tokens": 749, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..8ec24e7ebfdf28656755c7193842d7e754527993
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_73c4e9dccbfd13f8",
+    "api_calls": 0,
+    "input_tokens": 14184,
+    "cached_input_tokens": 13696,
+    "output_tokens": 749,
+    "total_tokens": 14933,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 14932.81,
+    "sql_execution_elapsed_ms_total": 2847.17,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..0e629726e42b04f2d8f263496369fde9e37460c9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:55:58.023978+00:00",
+  "ended_at": "2026-05-19T15:56:12.956824+00:00",
+  "elapsed_ms": 14932.81,
+  "prompt_metrics": {
+    "chars": 6558,
+    "bytes_utf8": 6558,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1194,
+    "bytes_utf8": 1194,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 767,
+      "bytes_utf8": 767,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14184,
+      "cached_input_tokens": 13696,
+      "output_tokens": 749,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f97058d36ca8f41fde8b62caf99d7cc0aea51676
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=class, measure_col=c4.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "class",
+    "measure_col": "c4",
+    "top_k": 17,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 9.64,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e6a52aa823ef235513201c79dac4437e54eaaf93
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f3-77ed-7f21-8378-62b6ccb84176"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n  SELECT\\n    \\\"class\\\",\\n    CAST(\\\"c4\\\" AS REAL) AS \\\"measure_value\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"class\\\"\\n      ORDER BY CAST(\\\"c4\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (\\n      PARTITION BY \\\"class\\\"\\n    ) AS \\\"cnt\\\"\\n  FROM \\\"c10\\\"\\n  WHERE \\\"class\\\" IS NOT NULL\\n    AND \\\"c4\\\" IS NOT NULL\\n)\\nSELECT\\n  \\\"class\\\",\\n  \\\"measure_value\\\" AS \\\"percentile_measure\\\"\\nFROM \\\"ranked\\\"\\nWHERE \\\"rn\\\" = CAST(((95 * \\\"cnt\\\") + 99) / 100 AS INTEGER)\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this uses a SQLite-compatible nearest-rank 95th percentile per class. \\\"c4\\\" is cast from TEXT to REAL before ordering.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14184,"cached_input_tokens":13696,"output_tokens":749,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..668481165492ee14a0e243336f868f6de1e45a8e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ranked\" AS (\n  SELECT\n    \"class\",\n    CAST(\"c4\" AS REAL) AS \"measure_value\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"class\"\n      ORDER BY CAST(\"c4\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (\n      PARTITION BY \"class\"\n    ) AS \"cnt\"\n  FROM \"c10\"\n  WHERE \"class\" IS NOT NULL\n    AND \"c4\" IS NOT NULL\n)\nSELECT\n  \"class\",\n  \"measure_value\" AS \"percentile_measure\"\nFROM \"ranked\"\nWHERE \"rn\" = CAST(((95 * \"cnt\") + 99) / 100 AS INTEGER)\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite does not support PERCENTILE_CONT, so this uses a SQLite-compatible nearest-rank 95th percentile per class. \"c4\" is cast from TEXT to REAL before ordering."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_73c4e9dccbfd13f8/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6a4b37275ad500e9a6ca39ebc69d31b60cf98991
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6775, "bytes_utf8": 6775, "lines": 230, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 520, "bytes_utf8": 520, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14266, "cached_input_tokens": 13696, "output_tokens": 689, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..bf749d095208d06995c517a0550387b842db4b56
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_760b61a0045b5f70",
+    "api_calls": 0,
+    "input_tokens": 14266,
+    "cached_input_tokens": 13696,
+    "output_tokens": 689,
+    "total_tokens": 14955,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 15202.17,
+    "sql_execution_elapsed_ms_total": 923.43,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..7157b88c5cbf9ed04e1a86bf78b677cf77054a70
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:41:01.356277+00:00",
+  "ended_at": "2026-05-19T15:41:16.558475+00:00",
+  "elapsed_ms": 15202.17,
+  "prompt_metrics": {
+    "chars": 6775,
+    "bytes_utf8": 6775,
+    "lines": 230,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 906,
+    "bytes_utf8": 906,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 520,
+      "bytes_utf8": 520,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14266,
+      "cached_input_tokens": 13696,
+      "output_tokens": 689,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e9ca2fc123d1817695e9f2e136d119b49ac91661
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=c1, measure_col=s3.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "c1",
+    "measure_col": "s3",
+    "item_col": "s2",
+    "top_k": 14,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..bdcf45a5b446769e95fc00bb833fa9f1c3045d68
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e5-c939-7630-94ca-67b497c8b77c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n  \\\"c1\\\",\\n  \\\"s2\\\",\\n  SUM(CAST(\\\"s3\\\" AS REAL)) AS total_measure,\\n  SUM(CAST(\\\"s3\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"s3\\\" AS REAL))) OVER (PARTITION BY \\\"c1\\\") AS share_within_group\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c1\\\", \\\"s2\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Instantiated the Within-Group Share of Total template with group_col=\\\"c1\\\", item_col=\\\"s2\\\", and measure_col=\\\"s3\\\". \\\"s3\\\" is cast to REAL because the SQLite schema stores it as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14266,"cached_input_tokens":13696,"output_tokens":689,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2d320eaf1155fe1cc498d8b6e4eec1f317d7ae3e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n  \"c1\",\n  \"s2\",\n  SUM(CAST(\"s3\" AS REAL)) AS total_measure,\n  SUM(CAST(\"s3\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"s3\" AS REAL))) OVER (PARTITION BY \"c1\") AS share_within_group\nFROM \"c10\"\nGROUP BY \"c1\", \"s2\"\nORDER BY share_within_group DESC;","notes":"Instantiated the Within-Group Share of Total template with group_col=\"c1\", item_col=\"s2\", and measure_col=\"s3\". \"s3\" is cast to REAL because the SQLite schema stores it as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_760b61a0045b5f70/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e37646614c99c44bc606ef69dc69c74d859f6a98
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:09:54.324659+00:00",
+  "ended_at": "2026-05-19T16:09:57.556226+00:00",
+  "elapsed_ms": 3231.54,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6372,
+    "bytes_utf8": 6372,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..0a9a164e97a41fac6621b9ee03756c8f0b3a7df1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:09:58.557797+00:00",
+  "ended_at": "2026-05-19T16:10:11.740064+00:00",
+  "elapsed_ms": 13182.23,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6372,
+    "bytes_utf8": 6372,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..abd67802198a8f6c110bc639aacb087b21b7fc17
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=s4.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "s4",
+    "top_k": 12,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..abd67802198a8f6c110bc639aacb087b21b7fc17
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=s4.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "s4",
+    "top_k": 12,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..baa1937f012c2d74466e6db07502792dc0a97995
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-3a95-7a21-8f1f-382fcd58d442"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4d592a133d65b06fd33ae4f92bdb1210b7bc9cb3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-3a95-7a21-8f1f-382fcd58d442"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..da44a4fa8ff5dbf371ab302d195b92807324ffe9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-4b1b-7003-97f4-a8900f2614ac"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6adb219af8650366ff668b5468e619b7d69967f7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-4b1b-7003-97f4-a8900f2614ac"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76e9f2bf644f7c99/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..61c5afc9c3119bc6a7a9ec98e80d7de3d0ad9586
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6772, "bytes_utf8": 6772, "lines": 230, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 530, "bytes_utf8": 530, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14265, "cached_input_tokens": 13696, "output_tokens": 690, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..99e83475484c77ee669b4f1b0bc8a453482cc76c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_76eac652b08d3844",
+    "api_calls": 0,
+    "input_tokens": 14265,
+    "cached_input_tokens": 13696,
+    "output_tokens": 690,
+    "total_tokens": 14955,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 14111.26,
+    "sql_execution_elapsed_ms_total": 972.62,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..61a6d5be42b926eea77b98ba0eb9ff089329fcf9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:34:09.669339+00:00",
+  "ended_at": "2026-05-19T15:34:23.780634+00:00",
+  "elapsed_ms": 14111.26,
+  "prompt_metrics": {
+    "chars": 6772,
+    "bytes_utf8": 6772,
+    "lines": 230,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 924,
+    "bytes_utf8": 924,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 530,
+      "bytes_utf8": 530,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14265,
+      "cached_input_tokens": 13696,
+      "output_tokens": 690,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2aabd51d1eb255c5d2cba6eaa59beda7244c62cc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=s2, measure_col=s3.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "s2",
+    "measure_col": "s3",
+    "item_col": "c2",
+    "top_k": 19,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8e91aac5891d0592c1d790a6c896222aacecb140
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40df-8112-77c3-b00b-a2f35c58472f"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n  \\\"s2\\\",\\n  \\\"c2\\\",\\n  SUM(CAST(\\\"s3\\\" AS REAL)) AS \\\"total_measure\\\",\\n  SUM(CAST(\\\"s3\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"s3\\\" AS REAL))) OVER (PARTITION BY \\\"s2\\\") AS \\\"share_within_group\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s2\\\", \\\"c2\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"s2\\\", item_col=\\\"c2\\\", and measure_col=\\\"s3\\\". CAST is used because these fields are stored as TEXT in SQLite schema.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14265,"cached_input_tokens":13696,"output_tokens":690,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..18448d9778ca5b71f0ece52b92509513c172c9ad
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n  \"s2\",\n  \"c2\",\n  SUM(CAST(\"s3\" AS REAL)) AS \"total_measure\",\n  SUM(CAST(\"s3\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"s3\" AS REAL))) OVER (PARTITION BY \"s2\") AS \"share_within_group\"\nFROM \"c10\"\nGROUP BY \"s2\", \"c2\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"s2\", item_col=\"c2\", and measure_col=\"s3\". CAST is used because these fields are stored as TEXT in SQLite schema."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_76eac652b08d3844/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..407201139c1e43b016dba233d8e5072fbc56c42f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:04:35.782297+00:00",
+  "ended_at": "2026-05-19T16:04:39.074208+00:00",
+  "elapsed_ms": 3291.87,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6627,
+    "bytes_utf8": 6627,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..b95dd856eea6162375f51547b72e372bd6717fb3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:04:40.076281+00:00",
+  "ended_at": "2026-05-19T16:04:43.049777+00:00",
+  "elapsed_ms": 2973.47,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6627,
+    "bytes_utf8": 6627,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0bc8246017c618131ae9d7a0a2510090305096be
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=class, condition_col=s2.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "class",
+    "condition_col": "s2",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 13,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0bc8246017c618131ae9d7a0a2510090305096be
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=class, condition_col=s2.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "class",
+    "condition_col": "s2",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 13,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6246b3e2e42106cd04deae799a1939a31e75b63b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-5e79-73c1-9701-10f7968c6556"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0e4e5429d811490aeabd98823f28dafab3dd33b8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-5e79-73c1-9701-10f7968c6556"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d5dfedaacb9c70448c7f79c728e0e56dd64d91e4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-6f30-7602-8dfd-dc8a4d97013b"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8a5095d6089df44e049dcd4d39d0d323c5d637c5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-6f30-7602-8dfd-dc8a4d97013b"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_7d0690b3ffd44155/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..61b1c6d8e410de38e6282125293c0bfc7e267e45
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=c1.
+Result preview: [{"c1": "9", "support": 78402}, {"c1": "7", "support": 78542}, {"c1": "3", "support": 78690}, {"c1": "10", "support": 78761}, {"c1": "5", "support": 78769}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..7926945a56773ffdbe90552db587f011a89063a3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/generated_sql.sql
@@ -0,0 +1,20 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: tail_rarity_structure
+-- canonical_subitem_id: tail_set_consistency
+-- intended_facet_id: low_support_extremes
+-- variant_semantic_role: rare_extreme_view
+-- template_id: tpl_tail_low_support_group_count_v2
+-- query_record_id: v2q_c10_8109f7b2367ed93b
+-- problem_id: v2p_c10_da700d6ea83fed66
+-- realization_mode: agent
+-- source_kind: agent
+SELECT
+    "c1",
+    COUNT(*) AS "support"
+FROM "c10"
+GROUP BY "c1"
+ORDER BY "support" ASC, "c1"
+LIMIT 12;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7a2bc4d603fa2e1b1d217949877744e4c785ea9e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/query_results.jsonl
@@ -0,0 +1 @@
+{"step_index": 2, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n    \"c1\",\n    COUNT(*) AS \"support\"\nFROM \"c10\"\nGROUP BY \"c1\"\nORDER BY \"support\" ASC, \"c1\"\nLIMIT 12;", "result": "{\"query\": \"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n    \\\"c1\\\",\\n    COUNT(*) AS \\\"support\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c1\\\"\\nORDER BY \\\"support\\\" ASC, \\\"c1\\\"\\nLIMIT 12;\", \"columns\": [\"c1\", \"support\"], \"rows\": [{\"c1\": \"9\", \"support\": 78402}, {\"c1\": \"7\", \"support\": 78542}, {\"c1\": \"3\", \"support\": 78690}, {\"c1\": \"10\", \"support\": 78761}, {\"c1\": \"5\", \"support\": 78769}, {\"c1\": \"8\", \"support\": 78786}, {\"c1\": \"2\", \"support\": 78818}, {\"c1\": \"13\", \"support\": 78833}, {\"c1\": \"12\", \"support\": 78858}, {\"c1\": \"4\", \"support\": 79017}, {\"c1\": \"6\", \"support\": 79142}, {\"c1\": \"11\", \"support\": 79158}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 448.12}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..032646f502df804f384decf49f8f3329d7800808
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/run_manifest.json
@@ -0,0 +1,87 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T16:08:33.284801+00:00",
+  "ended_at": "2026-05-19T16:08:45.907023+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_8109f7b2367ed93b",
+    "problem_id": "v2p_c10_da700d6ea83fed66",
+    "dataset_id": "c10",
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "family_id": "tail_rarity_structure",
+    "canonical_subitem_id": "tail_set_consistency",
+    "intended_facet_id": "low_support_extremes",
+    "variant_semantic_role": "rare_extreme_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=c1.",
+    "bindings": {
+      "group_col": "c1",
+      "top_k": 12,
+      "top_n": 5,
+      "num_tiles": 10,
+      "percentile_value": 0.95,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.1,
+      "baseline_multiplier": 1.5,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 5,
+      "measure_threshold": 3.25,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=low_support_extremes",
+      "template_selection_mode=rule",
+      "problem_index_within_template=3",
+      "sql_variant_index=1/2",
+      "binding_index=122"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 11,
+    "problem_index_within_template": 3,
+    "sql_variant_index": 1,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_8109f7b2367ed93b.sql",
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_8109f7b2367ed93b",
+    "api_calls": 0,
+    "input_tokens": 14159,
+    "cached_input_tokens": 12032,
+    "output_tokens": 300,
+    "total_tokens": 14459,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 2,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 11153.92,
+    "sql_execution_elapsed_ms_total": 448.12,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..26a5cab722c4e870f95b13ed5d20054ab3d2a878
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/trace.jsonl
@@ -0,0 +1,2 @@
+{"timestamp": "2026-05-19T16:08:36.046307+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 2745.53, "started_at": "2026-05-19T16:08:33.299961+00:00", "ended_at": "2026-05-19T16:08:36.045519+00:00", "prompt_metrics": {"chars": 6372, "bytes_utf8": 6372, "lines": 226, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40fe-fe29-77e0-95da-7d30c366352f\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
+{"timestamp": "2026-05-19T16:08:45.456973+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 8408.39, "started_at": "2026-05-19T16:08:37.047703+00:00", "ended_at": "2026-05-19T16:08:45.456137+00:00", "prompt_metrics": {"chars": 6372, "bytes_utf8": 6372, "lines": 226, "estimated_tokens": null}, "response_metrics": {"chars": 316, "bytes_utf8": 316, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14159, "cached_input_tokens": 12032, "output_tokens": 300, "reasoning_output_tokens": 203}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n    \\\"c1\\\",\\n    COUNT(*) AS \\\"support\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c1\\\"\\nORDER BY \\\"support\\\" ASC, \\\"c1\\\"\\nLIMIT 12;\",\"notes\":\"Uses the Low-Support Group Count template with \\\"c1\\\" as the grouping column and returns the 12 lowest-support groups.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..da7a22abf7b8cc03f60fedb78003732c026bd10f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c10",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c10_8109f7b2367ed93b",
+  "api_calls": 0,
+  "input_tokens": 14159,
+  "cached_input_tokens": 12032,
+  "output_tokens": 300,
+  "total_tokens": 14459,
+  "cost_usd": 0.0,
+  "ai_cli_calls": 2,
+  "estimated_input_tokens": 0,
+  "estimated_output_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "ai_cli_json_usage",
+  "cli_elapsed_ms_total": 11153.92,
+  "sql_execution_elapsed_ms_total": 448.12,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8109f7b2367ed93b/cli/conversation.jsonl",
+  "note": "Executed through a local AI CLI with structured usage metadata."
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b9040497139d49a936a013c1c077a92b6eb7a119
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7175, "bytes_utf8": 7175, "lines": 231, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 739, "bytes_utf8": 739, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14356, "cached_input_tokens": 13696, "output_tokens": 653, "reasoning_output_tokens": 452}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..d0cdf0b26c4ff4ce14806145451b6dc6ca37cc68
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_839ea3e81f1795c4",
+    "api_calls": 0,
+    "input_tokens": 14356,
+    "cached_input_tokens": 13696,
+    "output_tokens": 653,
+    "total_tokens": 15009,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 15441.15,
+    "sql_execution_elapsed_ms_total": 468.85,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e68c4e5a0273697cc101a260ca43c0fdb341e802
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:42:52.831095+00:00",
+  "ended_at": "2026-05-19T15:43:08.272278+00:00",
+  "elapsed_ms": 15441.15,
+  "prompt_metrics": {
+    "chars": 7175,
+    "bytes_utf8": 7175,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1108,
+    "bytes_utf8": 1108,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 739,
+      "bytes_utf8": 739,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14356,
+      "cached_input_tokens": 13696,
+      "output_tokens": 653,
+      "reasoning_output_tokens": 452
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8e39c4faa47b99cea532539798d0d744ae9e13c5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_ratio_two_conditions",
+    "template_name": "Grouped Ratio of Two Conditions",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=s5, condition_col=s5.",
+  "planned_template_id": "tpl_m4_group_ratio_two_conditions",
+  "bindings": {
+    "group_col": "s5",
+    "condition_col": "s5",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "4",
+    "top_k": 11,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 9.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8c0c1f2e649ba0e13b31402ec2f04b46ed1954c4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e7-7c95-78a2-b63d-c078a7b45343"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n    SELECT \\\"s5\\\",\\n           SUM(CASE WHEN \\\"s5\\\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"s5\\\" = '4' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"s5\\\"\\n)\\nSELECT \\\"s5\\\",\\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applied the provided grouped-ratio template with group_col=\\\"s5\\\" and condition_col=\\\"s5\\\", using positive_value='1' and negative_value='4'. This follows the bindings exactly, even though using the same column for grouping and condition makes the ratio degenerate for some groups.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14356,"cached_input_tokens":13696,"output_tokens":653,"reasoning_output_tokens":452}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e6e55414a360cd44a01e6c0361a3276290ebf5f5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n    SELECT \"s5\",\n           SUM(CASE WHEN \"s5\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN \"s5\" = '4' THEN 1 ELSE 0 END) AS denominator_count\n    FROM \"c10\"\n    GROUP BY \"s5\"\n)\nSELECT \"s5\",\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Applied the provided grouped-ratio template with group_col=\"s5\" and condition_col=\"s5\", using positive_value='1' and negative_value='4'. This follows the bindings exactly, even though using the same column for grouping and condition makes the ratio degenerate for some groups."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_839ea3e81f1795c4/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ecb4c74f34b84741480a2a5a91abdeb6f2c9a9c7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:11:42.792905+00:00",
+  "ended_at": "2026-05-19T16:11:45.665618+00:00",
+  "elapsed_ms": 2872.69,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6457,
+    "bytes_utf8": 6457,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f9542956178168f51b5ef663ac135b07d0934fec
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:11:46.667241+00:00",
+  "ended_at": "2026-05-19T16:11:49.795161+00:00",
+  "elapsed_ms": 3127.89,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6457,
+    "bytes_utf8": 6457,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f1652b97a425414106bc264e89fc6952e72590d3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=c3, measure_col=c4.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "c3",
+    "measure_col": "c4",
+    "top_k": 17,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 9.64,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f1652b97a425414106bc264e89fc6952e72590d3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=c3, measure_col=c4.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "c3",
+    "measure_col": "c4",
+    "top_k": 17,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 9.64,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6604dfa681d3ecaacd92d3dc23334c32aa5c976c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-e26d-7220-b3d1-947d369db7b9"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4ee59937b5fb57572fade82b67fb9b2f1f0cc714
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-e26d-7220-b3d1-947d369db7b9"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..55479b15b5cee966e15c2deb985dfd6885e3f64b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-f176-79e1-925e-cebf6a8942c0"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..03238c08ee07c4a791af9249506389987897d7b1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-f176-79e1-925e-cebf6a8942c0"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8a58c0fccc5fd4f1/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..2c2a150a0021ffae709f6a62dc26e2df412a1bf6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:05:00.385346+00:00",
+  "ended_at": "2026-05-19T16:05:03.759604+00:00",
+  "elapsed_ms": 3374.23,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6614,
+    "bytes_utf8": 6614,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..03a7acfefda45f50f9afdebd07789002cd2c5d30
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:05:04.761472+00:00",
+  "ended_at": "2026-05-19T16:05:08.063354+00:00",
+  "elapsed_ms": 3301.84,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6614,
+    "bytes_utf8": 6614,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3b4a1a22da68486687f247d0726bf2b95178c23d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=s1, condition_col=s3.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "s1",
+    "condition_col": "s3",
+    "condition_value": "1",
+    "positive_value": "2",
+    "negative_value": "1",
+    "top_k": 19,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 11.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3b4a1a22da68486687f247d0726bf2b95178c23d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=s1, condition_col=s3.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "s1",
+    "condition_col": "s3",
+    "condition_value": "1",
+    "positive_value": "2",
+    "negative_value": "1",
+    "top_k": 19,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 11.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3585375099d2901b0397fb9dcb2f541bdf906a39
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-be60-7c71-932a-626bbdef478e"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d53475f74a6525aa9948d288005b9baa7d839340
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-be60-7c71-932a-626bbdef478e"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..013a4ff8fee3debb0044a20a38a5e29f9e672b53
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-cf91-7e41-8113-88fd7b0e218b"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b94eae20f4cab12a0d835211e6beb14748a49a74
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-cf91-7e41-8113-88fd7b0e218b"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8abd25bf9b1353e5/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2a9a4580609ba330e1f9bee8725e59675a688bde
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=s5, measure_col=s5.
+Result preview: [{"s5": "4", "total_measure": 1025932}, {"s5": "3", "total_measure": 767958}, {"s5": "2", "total_measure": 510956}, {"s5": "1", "total_measure": 257063}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..5ee0071d33e7401dd010e81ea5b805b4a453678f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/generated_sql.sql
@@ -0,0 +1,17 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: subgroup_structure
+-- canonical_subitem_id: internal_profile_stability
+-- intended_facet_id: subgroup_distribution_shift
+-- variant_semantic_role: collapsed_target_view
+-- template_id: tpl_h2o_group_sum
+-- query_record_id: v2q_c10_8e68765628432980
+-- problem_id: v2p_c10_001437281495b96d
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "s5", SUM(CAST("s5" AS NUMERIC)) AS "total_measure"
+FROM "c10"
+GROUP BY "s5"
+ORDER BY "total_measure" DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9bd3000bda61d8f741acb7671467198d49b55e1d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/query_results.jsonl
@@ -0,0 +1 @@
+{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"s5\", SUM(CAST(\"s5\" AS NUMERIC)) AS \"total_measure\"\nFROM \"c10\"\nGROUP BY \"s5\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"s5\\\", SUM(CAST(\\\"s5\\\" AS NUMERIC)) AS \\\"total_measure\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s5\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"s5\", \"total_measure\"], \"rows\": [{\"s5\": \"4\", \"total_measure\": 1025932}, {\"s5\": \"3\", \"total_measure\": 767958}, {\"s5\": \"2\", \"total_measure\": 510956}, {\"s5\": \"1\", \"total_measure\": 257063}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 440.63}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..c4341406078b8788799b288f11e76b5b3d7ff95c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/run_manifest.json
@@ -0,0 +1,89 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T15:31:51.820063+00:00",
+  "ended_at": "2026-05-19T15:32:05.000917+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_8e68765628432980",
+    "problem_id": "v2p_c10_001437281495b96d",
+    "dataset_id": "c10",
+    "template_id": "tpl_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "family_id": "subgroup_structure",
+    "canonical_subitem_id": "internal_profile_stability",
+    "intended_facet_id": "subgroup_distribution_shift",
+    "variant_semantic_role": "collapsed_target_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=s5, measure_col=s5.",
+    "bindings": {
+      "group_col": "s5",
+      "measure_col": "s5",
+      "top_k": 18,
+      "top_n": 4,
+      "num_tiles": 10,
+      "percentile_value": 0.9,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.05,
+      "baseline_multiplier": 1.75,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 4,
+      "measure_threshold": 2.98,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "measure_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "notes": [
+      "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast",
+      "template_selection_mode=rule",
+      "problem_index_within_template=9",
+      "sql_variant_index=2/2",
+      "binding_index=8"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 1,
+    "problem_index_within_template": 9,
+    "sql_variant_index": 2,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_8e68765628432980.sql",
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_8e68765628432980",
+    "api_calls": 0,
+    "input_tokens": 14147,
+    "cached_input_tokens": 13696,
+    "output_tokens": 412,
+    "total_tokens": 14559,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 12724.65,
+    "sql_execution_elapsed_ms_total": 440.63,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..e063ca4df3253b795b4580cc4840207a6056cc31
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:32:04.558349+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12724.65, "started_at": "2026-05-19T15:31:51.832736+00:00", "ended_at": "2026-05-19T15:32:04.557416+00:00", "prompt_metrics": {"chars": 6372, "bytes_utf8": 6372, "lines": 228, "estimated_tokens": null}, "response_metrics": {"chars": 326, "bytes_utf8": 326, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14147, "cached_input_tokens": 13696, "output_tokens": 412, "reasoning_output_tokens": 309}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"s5\\\", SUM(CAST(\\\"s5\\\" AS NUMERIC)) AS \\\"total_measure\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s5\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the planned template with group_col=\\\"s5\\\" and measure_col=\\\"s5\\\". CAST was added because \\\"s5\\\" is stored as TEXT in the SQLite schema.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed994f75bf26cf29748166b4d816a4fc3735cb97
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c10",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c10_8e68765628432980",
+  "api_calls": 0,
+  "input_tokens": 14147,
+  "cached_input_tokens": 13696,
+  "output_tokens": 412,
+  "total_tokens": 14559,
+  "cost_usd": 0.0,
+  "ai_cli_calls": 1,
+  "estimated_input_tokens": 0,
+  "estimated_output_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "ai_cli_json_usage",
+  "cli_elapsed_ms_total": 12724.65,
+  "sql_execution_elapsed_ms_total": 440.63,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_8e68765628432980/cli/conversation.jsonl",
+  "note": "Executed through a local AI CLI with structured usage metadata."
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..53a79ca5a721558d1037d7d63cee510573a4675a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:18.834890+00:00",
+  "ended_at": "2026-05-19T16:06:22.130204+00:00",
+  "elapsed_ms": 3295.28,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6618,
+    "bytes_utf8": 6618,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..22efa01a1492b45b531f8641ba36998db1b5562e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:23.132407+00:00",
+  "ended_at": "2026-05-19T16:06:26.259687+00:00",
+  "elapsed_ms": 3127.23,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6618,
+    "bytes_utf8": 6618,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f975e675f51916b278640d62ca38d3950dac6cbf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=c3, condition_col=s2.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "c3",
+    "condition_col": "s2",
+    "condition_value": "2",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 19,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f975e675f51916b278640d62ca38d3950dac6cbf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=c3, condition_col=s2.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "c3",
+    "condition_col": "s2",
+    "condition_value": "2",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 19,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a3471d6e94d8094006faf73b494af7e9617a3d92
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-f0d8-7d00-ba95-23595a11c180"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ecfbbf6cb8273a87d169f469f9d1b61153176ee0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-f0d8-7d00-ba95-23595a11c180"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f36d01b5be9571e495a4381871fd5683a0d55c53
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-0198-7a90-8483-6adbc7d55ed3"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..785581744bafda7cc388082d0dcd638784168f95
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-0198-7a90-8483-6adbc7d55ed3"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_906fcbed6dd6841f/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..3074e453e1dcafe55fedc6fdc8bfbe5494f314ed
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:11:10.703272+00:00",
+  "ended_at": "2026-05-19T16:11:13.415428+00:00",
+  "elapsed_ms": 2712.12,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6457,
+    "bytes_utf8": 6457,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..017b91dd9a5a556967c189bb3a648ae7457e3094
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:11:14.416941+00:00",
+  "ended_at": "2026-05-19T16:11:17.740955+00:00",
+  "elapsed_ms": 3323.98,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6457,
+    "bytes_utf8": 6457,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1b5c0da4dcee3a6c6dee1829733e1a501d2f50d6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=c2, measure_col=c3.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "c2",
+    "measure_col": "c3",
+    "top_k": 15,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 8.92,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1b5c0da4dcee3a6c6dee1829733e1a501d2f50d6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=c2, measure_col=c3.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "c2",
+    "measure_col": "c3",
+    "top_k": 15,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 8.92,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9d5cc3c6cf1399b3ebeaf995c9cfaac4301d558c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-64e7-74c0-80cb-c7d4a3b5d6a0"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..309f84d1c7904c2388ea06f0a74cfa45fb9e8ea0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-64e7-74c0-80cb-c7d4a3b5d6a0"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e78d135d1a7a08e4fa9242a9866174ef0cf35abf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-7380-7922-94f7-a2420686f758"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..086464156a7835e86f9d20a5287b4ee591094281
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-7380-7922-94f7-a2420686f758"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9100b585233535f5/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2c77a41276c7baa980e8b97842619f0f5a8e3110
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/conversation.jsonl
@@ -0,0 +1,4 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6607, "bytes_utf8": 6607, "lines": 231, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "}
+{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 6607, "bytes_utf8": 6607, "lines": 231, "estimated_tokens": null}}
+{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 403, "bytes_utf8": 403, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14208, "cached_input_tokens": 12032, "output_tokens": 299, "reasoning_output_tokens": 185}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..b730b8f26b57cd117be593c5122a7d9ae81873fc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 2,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_91e5398d59a59adf",
+    "api_calls": 0,
+    "input_tokens": 14208,
+    "cached_input_tokens": 12032,
+    "output_tokens": 299,
+    "total_tokens": 14507,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 2,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 13010.19,
+    "sql_execution_elapsed_ms_total": 548.05,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..120596e13edad608bf343d6822a366d71526de96
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:04:12.548815+00:00",
+  "ended_at": "2026-05-19T16:04:16.888326+00:00",
+  "elapsed_ms": 4339.49,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6607,
+    "bytes_utf8": 6607,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d5efd9dfabbee6ddcf43e22f48a6f13ffeb0f338
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:04:17.889964+00:00",
+  "ended_at": "2026-05-19T16:04:26.560699+00:00",
+  "elapsed_ms": 8670.7,
+  "prompt_metrics": {
+    "chars": 6607,
+    "bytes_utf8": 6607,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 758,
+    "bytes_utf8": 758,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 403,
+      "bytes_utf8": 403,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14208,
+      "cached_input_tokens": 12032,
+      "output_tokens": 299,
+      "reasoning_output_tokens": 185
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ec9b802417698c32c36bdd06245578e530d4a3d9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=c5, condition_col=s1.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "c5",
+    "condition_col": "s1",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 12,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ec9b802417698c32c36bdd06245578e530d4a3d9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=c5, condition_col=s1.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "c5",
+    "condition_col": "s1",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 12,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..99110ce0a031b99a59853fde260425934b0c5197
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-03a4-7e43-ada5-c4b375918942"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..48af3502787f8dc30192729c2dd3aec36f3091b1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-03a4-7e43-ada5-c4b375918942"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..636dfe3dab5f2a47013747b9425eda3ad1dcf871
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-1867-7151-9879-a79b00447aa4"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"c5\\\",\\n       AVG(CASE WHEN \\\"s1\\\" = '1' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c5\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Used the Grouped Condition Rate template with group_col=\\\"c5\\\" and condition_col=\\\"s1\\\", treating the bound condition_value 1 as text because the SQLite schema stores these columns as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14208,"cached_input_tokens":12032,"output_tokens":299,"reasoning_output_tokens":185}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3cab1c48243f0393ffa0bd7fe94685e4207e518f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_response_attempt_2.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"c5\",\n       AVG(CASE WHEN \"s1\" = '1' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"c10\"\nGROUP BY \"c5\"\nORDER BY condition_rate DESC;","notes":"Used the Grouped Condition Rate template with group_col=\"c5\" and condition_col=\"s1\", treating the bound condition_value 1 as text because the SQLite schema stores these columns as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_91e5398d59a59adf/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5e694c910d2a5a6e5e6cbf13bfebd97c729e89e8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/conversation.jsonl
@@ -0,0 +1,4 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6320, "bytes_utf8": 6320, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "}
+{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 6320, "bytes_utf8": 6320, "lines": 226, "estimated_tokens": null}}
+{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 349, "bytes_utf8": 349, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14137, "cached_input_tokens": 12032, "output_tokens": 305, "reasoning_output_tokens": 197}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..c40aa276a291cd075c482cbd467a17fecc3f0151
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 2,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_94c3c3a327410b81",
+    "api_calls": 0,
+    "input_tokens": 14137,
+    "cached_input_tokens": 12032,
+    "output_tokens": 305,
+    "total_tokens": 14442,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 2,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 11623.5,
+    "sql_execution_elapsed_ms_total": 111.72,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..bd8906755b09a67a29dcf2d2b271ce568bfb0da6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:07:45.924669+00:00",
+  "ended_at": "2026-05-19T16:07:48.951320+00:00",
+  "elapsed_ms": 3026.62,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6320,
+    "bytes_utf8": 6320,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..45fb5d722b65024c3660ea3233d85be98fa5f4b4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:07:49.952932+00:00",
+  "ended_at": "2026-05-19T16:07:58.549847+00:00",
+  "elapsed_ms": 8596.88,
+  "prompt_metrics": {
+    "chars": 6320,
+    "bytes_utf8": 6320,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 697,
+    "bytes_utf8": 697,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 349,
+      "bytes_utf8": 349,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14137,
+      "cached_input_tokens": 12032,
+      "output_tokens": 305,
+      "reasoning_output_tokens": 197
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e74908e75467ba755e2419376e73a20cd74252c7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_threshold_rarity_cdf",
+    "template_name": "Threshold Rarity CDF",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=s4.",
+  "planned_template_id": "tpl_threshold_rarity_cdf",
+  "bindings": {
+    "measure_col": "s4",
+    "top_k": 11,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e74908e75467ba755e2419376e73a20cd74252c7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_threshold_rarity_cdf",
+    "template_name": "Threshold Rarity CDF",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=s4.",
+  "planned_template_id": "tpl_threshold_rarity_cdf",
+  "bindings": {
+    "measure_col": "s4",
+    "top_k": 11,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e6de1485fb6f8351323416ccf1daeb58343ad810
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-4509-7e71-8abd-f51e192af8b5"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ce85d7291b7b4ef1d2514e64190bdc4a602623cb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-4509-7e71-8abd-f51e192af8b5"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3aca86fcd2aae292a68f293a7889826ec0a628d6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-54b7-76b2-a1f7-fe79034783a1"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_threshold_rarity_cdf\\nSELECT AVG(CASE WHEN CAST(\\\"s4\\\" AS REAL) <= 3.25 THEN 1 ELSE 0 END) AS \\\"empirical_cdf_at_threshold\\\"\\nFROM \\\"c10\\\";\",\"notes\":\"Applied the Threshold Rarity CDF template with measure_col bound to \\\"s4\\\" and measure_threshold fixed at 3.25. Cast \\\"s4\\\" to REAL because the schema stores it as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14137,"cached_input_tokens":12032,"output_tokens":305,"reasoning_output_tokens":197}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3e8bfb9a2789020c45ba556779a5b34b1a6b4a68
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_response_attempt_2.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_threshold_rarity_cdf\nSELECT AVG(CASE WHEN CAST(\"s4\" AS REAL) <= 3.25 THEN 1 ELSE 0 END) AS \"empirical_cdf_at_threshold\"\nFROM \"c10\";","notes":"Applied the Threshold Rarity CDF template with measure_col bound to \"s4\" and measure_threshold fixed at 3.25. Cast \"s4\" to REAL because the schema stores it as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_94c3c3a327410b81/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..e27a016390aa6b7c9ff1e862daceb03ab10ed1f4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6780, "bytes_utf8": 6780, "lines": 230, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 543, "bytes_utf8": 543, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14265, "cached_input_tokens": 12032, "output_tokens": 680, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..03f7749783dd56ac6c1e78a2fe896ad3df679113
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_992d6fb78ecdebf6",
+    "api_calls": 0,
+    "input_tokens": 14265,
+    "cached_input_tokens": 12032,
+    "output_tokens": 680,
+    "total_tokens": 14945,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 11898.68,
+    "sql_execution_elapsed_ms_total": 959.62,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..8bfb21c3f0e441cb1588590e20fdcf56a78d9e43
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:39:32.619346+00:00",
+  "ended_at": "2026-05-19T15:39:44.518061+00:00",
+  "elapsed_ms": 11898.68,
+  "prompt_metrics": {
+    "chars": 6780,
+    "bytes_utf8": 6780,
+    "lines": 230,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 927,
+    "bytes_utf8": 927,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 543,
+      "bytes_utf8": 543,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14265,
+      "cached_input_tokens": 12032,
+      "output_tokens": 680,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e639e669492e9bec2155873e25c5f709c934c9c8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=c5, measure_col=c1.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "c5",
+    "measure_col": "c1",
+    "item_col": "class",
+    "top_k": 16,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 7.56,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ea4a3abf65ec9700e3c3384be32524248f926374
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e4-6e8a-7401-b672-e0ee26f9e8a0"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"c5\\\", \\\"class\\\",\\n       SUM(CAST(\\\"c1\\\" AS INTEGER)) AS total_measure,\\n       SUM(CAST(\\\"c1\\\" AS INTEGER)) * 100.0 / SUM(SUM(CAST(\\\"c1\\\" AS INTEGER))) OVER (PARTITION BY \\\"c5\\\") AS share_within_group\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c5\\\", \\\"class\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"c5\\\", item_col=\\\"class\\\", and measure_col=\\\"c1\\\". Cast \\\"c1\\\" from TEXT to INTEGER so SQLite sums numeric values correctly.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14265,"cached_input_tokens":12032,"output_tokens":680,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..cccab7e8d77d97faf5ee009549b929832cee5b39
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"c5\", \"class\",\n       SUM(CAST(\"c1\" AS INTEGER)) AS total_measure,\n       SUM(CAST(\"c1\" AS INTEGER)) * 100.0 / SUM(SUM(CAST(\"c1\" AS INTEGER))) OVER (PARTITION BY \"c5\") AS share_within_group\nFROM \"c10\"\nGROUP BY \"c5\", \"class\"\nORDER BY share_within_group DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"c5\", item_col=\"class\", and measure_col=\"c1\". Cast \"c1\" from TEXT to INTEGER so SQLite sums numeric values correctly."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_992d6fb78ecdebf6/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f4e4dddcd9ad9232fb46aa7ea8d84e00253a1fba
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6928, "bytes_utf8": 6928, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 590, "bytes_utf8": 590, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14285, "cached_input_tokens": 13696, "output_tokens": 473, "reasoning_output_tokens": 307}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..0f3bef4012b3f53ce4248bfd059f9d24cf4892d2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_998ef03ee49f7054",
+    "api_calls": 0,
+    "input_tokens": 14285,
+    "cached_input_tokens": 13696,
+    "output_tokens": 473,
+    "total_tokens": 14758,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 9788.91,
+    "sql_execution_elapsed_ms_total": 492.91,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..dcc9240407dbcc067ec108f1c035b5018f688fab
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:49:13.810677+00:00",
+  "ended_at": "2026-05-19T15:49:23.599613+00:00",
+  "elapsed_ms": 9788.91,
+  "prompt_metrics": {
+    "chars": 6928,
+    "bytes_utf8": 6928,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 957,
+    "bytes_utf8": 957,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 590,
+      "bytes_utf8": 590,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14285,
+      "cached_input_tokens": 13696,
+      "output_tokens": 473,
+      "reasoning_output_tokens": 307
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e224050685dde2716e12cecddb24f2e24242a2fb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=s5, measure_col=s3.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "s5",
+    "measure_col": "s3",
+    "top_k": 19,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8c44617db55438fc5d85f17bc95860b673296fc2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ed-4cda-72b0-8fa2-cfc834b0268b"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold.\\nWITH grouped AS (\\n    SELECT \\\"s5\\\", SUM(CAST(\\\"s3\\\" AS REAL)) AS group_value\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"s5\\\"\\n), total AS (\\n    SELECT SUM(group_value) AS total_value\\n    FROM grouped\\n)\\nSELECT g.\\\"s5\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.05\\nORDER BY g.group_value DESC;\",\"notes\":\"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\\\"s5\\\" and measure_col=\\\"s3\\\". CAST is used because the schema stores these fields as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14285,"cached_input_tokens":13696,"output_tokens":473,"reasoning_output_tokens":307}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..359fe33d3519c5b274f83dcdeb98a57e0c011a18
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold.\nWITH grouped AS (\n    SELECT \"s5\", SUM(CAST(\"s3\" AS REAL)) AS group_value\n    FROM \"c10\"\n    GROUP BY \"s5\"\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.\"s5\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.05\nORDER BY g.group_value DESC;","notes":"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\"s5\" and measure_col=\"s3\". CAST is used because the schema stores these fields as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_998ef03ee49f7054/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9cd3665dcfd6cc71ce45426ce31beb6dbf264759
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6925, "bytes_utf8": 6925, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 663, "bytes_utf8": 663, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14285, "cached_input_tokens": 13696, "output_tokens": 547, "reasoning_output_tokens": 351}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..c8463a524d5114ff176d89f4aa11c6bf22f4b224
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_9991e9af1a8306f7",
+    "api_calls": 0,
+    "input_tokens": 14285,
+    "cached_input_tokens": 13696,
+    "output_tokens": 547,
+    "total_tokens": 14832,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 10950.43,
+    "sql_execution_elapsed_ms_total": 474.14,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..9539867b0bf5882ee60d6b4b001119b593284d1a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:52:01.914796+00:00",
+  "ended_at": "2026-05-19T15:52:12.865261+00:00",
+  "elapsed_ms": 10950.43,
+  "prompt_metrics": {
+    "chars": 6925,
+    "bytes_utf8": 6925,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1078,
+    "bytes_utf8": 1078,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 663,
+      "bytes_utf8": 663,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14285,
+      "cached_input_tokens": 13696,
+      "output_tokens": 547,
+      "reasoning_output_tokens": 351
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b73cedf56bdeaa49f581197eef16fee07a7f4645
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=s3, measure_col=c1.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "s3",
+    "measure_col": "c1",
+    "top_k": 11,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 9.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c50492955378f0c3f4471b4e5b3bec3af9fa058d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ef-ddb1-7183-811a-8e659f1e76b0"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH \\\"grouped\\\" AS (\\n    SELECT \\\"s3\\\", SUM(CAST(\\\"c1\\\" AS REAL)) AS \\\"group_value\\\"\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"s3\\\"\\n), \\\"total\\\" AS (\\n    SELECT SUM(\\\"group_value\\\") AS \\\"total_value\\\"\\n    FROM \\\"grouped\\\"\\n)\\nSELECT g.\\\"s3\\\", g.\\\"group_value\\\"\\nFROM \\\"grouped\\\" AS g\\nCROSS JOIN \\\"total\\\" AS t\\nWHERE g.\\\"group_value\\\" > t.\\\"total_value\\\" * 0.1\\nORDER BY g.\\\"group_value\\\" DESC;\",\"notes\":\"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\\\"s3\\\" and measure_col=\\\"c1\\\". CAST is used because the schema stores these numeric-discrete fields as TEXT in SQLite.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14285,"cached_input_tokens":13696,"output_tokens":547,"reasoning_output_tokens":351}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..40f44e2ab39240330e7dc72622e3c72cb7e0a77e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH \"grouped\" AS (\n    SELECT \"s3\", SUM(CAST(\"c1\" AS REAL)) AS \"group_value\"\n    FROM \"c10\"\n    GROUP BY \"s3\"\n), \"total\" AS (\n    SELECT SUM(\"group_value\") AS \"total_value\"\n    FROM \"grouped\"\n)\nSELECT g.\"s3\", g.\"group_value\"\nFROM \"grouped\" AS g\nCROSS JOIN \"total\" AS t\nWHERE g.\"group_value\" > t.\"total_value\" * 0.1\nORDER BY g.\"group_value\" DESC;","notes":"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\"s3\" and measure_col=\"c1\". CAST is used because the schema stores these numeric-discrete fields as TEXT in SQLite."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9991e9af1a8306f7/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..97fd56d9421c8d58702fe2d6a0f481bb5d3781ad
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=s2, measure_col=s3.
+Result preview: [{"s2": "3", "c2": "11", "total_measure": 49968.0, "share_within_group": 7.837687342655697}, {"s2": "2", "c2": "12", "total_measure": 50186.0, "share_within_group": 7.812777298640322}, {"s2": "4", "c2": "6", "total_measure": 49388.0, "share_within_group": 7.786883953544839}, {"s2": "2", "c2": "7", "total_measure": 49961.0, "share_within_group": 7.777750101968062}, {"s2": "4", "c2": "11", "total_measure": 49300.0, "share_within_group": 7.773009210937081}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..8915f3f1ee999ae4bbd62ab667d9a29da57b5bc5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/generated_sql.sql
@@ -0,0 +1,22 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: conditional_dependency_structure
+-- canonical_subitem_id: dependency_strength_similarity
+-- intended_facet_id: pairwise_conditional_dependency
+-- variant_semantic_role: within_group_proportion
+-- template_id: tpl_tpcds_within_group_share
+-- query_record_id: v2q_c10_9b9ae31c40a57c13
+-- problem_id: v2p_c10_afcfde1cfdc9e9c9
+-- realization_mode: agent
+-- source_kind: agent
+SELECT
+  "s2",
+  "c2",
+  SUM(CAST("s3" AS REAL)) AS total_measure,
+  SUM(CAST("s3" AS REAL)) * 100.0 / SUM(SUM(CAST("s3" AS REAL))) OVER (PARTITION BY "s2") AS share_within_group
+FROM "c10"
+GROUP BY "s2", "c2"
+ORDER BY share_within_group DESC
+LIMIT 14;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ad39191034f10ebd70b8bac3e11fd6a28093a2b9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/query_results.jsonl
@@ -0,0 +1 @@
+{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n  \"s2\",\n  \"c2\",\n  SUM(CAST(\"s3\" AS REAL)) AS total_measure,\n  SUM(CAST(\"s3\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"s3\" AS REAL))) OVER (PARTITION BY \"s2\") AS share_within_group\nFROM \"c10\"\nGROUP BY \"s2\", \"c2\"\nORDER BY share_within_group DESC\nLIMIT 14;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n  \\\"s2\\\",\\n  \\\"c2\\\",\\n  SUM(CAST(\\\"s3\\\" AS REAL)) AS total_measure,\\n  SUM(CAST(\\\"s3\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"s3\\\" AS REAL))) OVER (PARTITION BY \\\"s2\\\") AS share_within_group\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s2\\\", \\\"c2\\\"\\nORDER BY share_within_group DESC\\nLIMIT 14;\", \"columns\": [\"s2\", \"c2\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"s2\": \"3\", \"c2\": \"11\", \"total_measure\": 49968.0, \"share_within_group\": 7.837687342655697}, {\"s2\": \"2\", \"c2\": \"12\", \"total_measure\": 50186.0, \"share_within_group\": 7.812777298640322}, {\"s2\": \"4\", \"c2\": \"6\", \"total_measure\": 49388.0, \"share_within_group\": 7.786883953544839}, {\"s2\": \"2\", \"c2\": \"7\", \"total_measure\": 49961.0, \"share_within_group\": 7.777750101968062}, {\"s2\": \"4\", \"c2\": \"11\", \"total_measure\": 49300.0, \"share_within_group\": 7.773009210937081}, {\"s2\": \"2\", \"c2\": \"13\", \"total_measure\": 49864.0, \"share_within_group\": 7.762649488291576}, {\"s2\": \"1\", \"c2\": \"12\", \"total_measure\": 50412.0, \"share_within_group\": 7.761507467902875}, {\"s2\": \"2\", \"c2\": \"1\", \"total_measure\": 49831.0, \"share_within_group\": 7.757512166112978}, {\"s2\": \"3\", \"c2\": \"10\", \"total_measure\": 49423.0, \"share_within_group\": 7.752201839898986}, {\"s2\": \"1\", \"c2\": \"2\", \"total_measure\": 50297.0, \"share_within_group\": 7.743801894650299}, {\"s2\": \"3\", \"c2\": \"3\", \"total_measure\": 49352.0, \"share_within_group\": 7.741065196420589}, {\"s2\": \"3\", \"c2\": \"12\", \"total_measure\": 49318.0, \"share_within_group\": 7.735732155881638}, {\"s2\": \"4\", \"c2\": \"3\", \"total_measure\": 49035.0, \"share_within_group\": 7.7312273155841735}, {\"s2\": \"1\", \"c2\": \"13\", \"total_measure\": 50152.0, \"share_within_group\": 7.7214774762014}], \"row_count_returned\": 14, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 988.36}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..c074bdec2793826381b6dd9d221d580d69714a73
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/run_manifest.json
@@ -0,0 +1,91 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T15:33:56.047467+00:00",
+  "ended_at": "2026-05-19T15:34:09.653778+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_9b9ae31c40a57c13",
+    "problem_id": "v2p_c10_afcfde1cfdc9e9c9",
+    "dataset_id": "c10",
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "family_id": "conditional_dependency_structure",
+    "canonical_subitem_id": "dependency_strength_similarity",
+    "intended_facet_id": "pairwise_conditional_dependency",
+    "variant_semantic_role": "within_group_proportion",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=s2, measure_col=s3.",
+    "bindings": {
+      "group_col": "s2",
+      "measure_col": "s3",
+      "item_col": "c2",
+      "top_k": 14,
+      "top_n": 3,
+      "num_tiles": 10,
+      "percentile_value": 0.95,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.1,
+      "baseline_multiplier": 1.5,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 5,
+      "measure_threshold": 3.25,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "notes": [
+      "default_facets=pairwise_conditional_dependency",
+      "template_selection_mode=rule",
+      "problem_index_within_template=1",
+      "sql_variant_index=1/2",
+      "binding_index=24"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 3,
+    "problem_index_within_template": 1,
+    "sql_variant_index": 1,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_9b9ae31c40a57c13.sql",
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_9b9ae31c40a57c13",
+    "api_calls": 0,
+    "input_tokens": 14266,
+    "cached_input_tokens": 12032,
+    "output_tokens": 677,
+    "total_tokens": 14943,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 12599.78,
+    "sql_execution_elapsed_ms_total": 988.36,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..09b3f70e94cece683121ac38767cafbc039a23a8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:34:08.663293+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12599.78, "started_at": "2026-05-19T15:33:56.062243+00:00", "ended_at": "2026-05-19T15:34:08.662055+00:00", "prompt_metrics": {"chars": 6775, "bytes_utf8": 6775, "lines": 230, "estimated_tokens": null}, "response_metrics": {"chars": 518, "bytes_utf8": 518, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14266, "cached_input_tokens": 12032, "output_tokens": 677, "reasoning_output_tokens": 506}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n  \\\"s2\\\",\\n  \\\"c2\\\",\\n  SUM(CAST(\\\"s3\\\" AS REAL)) AS total_measure,\\n  SUM(CAST(\\\"s3\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"s3\\\" AS REAL))) OVER (PARTITION BY \\\"s2\\\") AS share_within_group\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s2\\\", \\\"c2\\\"\\nORDER BY share_within_group DESC\\nLIMIT 14;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"s2\\\", item_col=\\\"c2\\\", and measure_col=\\\"s3\\\". CAST is used because the schema stores these fields as TEXT.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..6773c05eb15f70cd68f35a03a48482fe8057df7c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c10",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c10_9b9ae31c40a57c13",
+  "api_calls": 0,
+  "input_tokens": 14266,
+  "cached_input_tokens": 12032,
+  "output_tokens": 677,
+  "total_tokens": 14943,
+  "cost_usd": 0.0,
+  "ai_cli_calls": 1,
+  "estimated_input_tokens": 0,
+  "estimated_output_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "ai_cli_json_usage",
+  "cli_elapsed_ms_total": 12599.78,
+  "sql_execution_elapsed_ms_total": 988.36,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9b9ae31c40a57c13/cli/conversation.jsonl",
+  "note": "Executed through a local AI CLI with structured usage metadata."
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2fa7746251b40ffd5720c82f9cd4063fc9356043
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6781, "bytes_utf8": 6781, "lines": 230, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 574, "bytes_utf8": 574, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14265, "cached_input_tokens": 12032, "output_tokens": 673, "reasoning_output_tokens": 499}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..c7ba0113a32f2eb01e2a352c0403450268331194
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_9c2e0b66cc53abfb",
+    "api_calls": 0,
+    "input_tokens": 14265,
+    "cached_input_tokens": 12032,
+    "output_tokens": 673,
+    "total_tokens": 14938,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 27982.46,
+    "sql_execution_elapsed_ms_total": 887.31,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..7ca6b25846185dbe042b315bb375e68e267696ed
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:39:45.500196+00:00",
+  "ended_at": "2026-05-19T15:40:13.482686+00:00",
+  "elapsed_ms": 27982.46,
+  "prompt_metrics": {
+    "chars": 6781,
+    "bytes_utf8": 6781,
+    "lines": 230,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 968,
+    "bytes_utf8": 968,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 574,
+      "bytes_utf8": 574,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14265,
+      "cached_input_tokens": 12032,
+      "output_tokens": 673,
+      "reasoning_output_tokens": 499
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..33f21358cc4688bf82b2ca566afe33756566fe87
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=class, measure_col=s2.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "class",
+    "measure_col": "s2",
+    "item_col": "s1",
+    "top_k": 12,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e39ec2b8d77275e0a3ed27d21cd701e596bb210d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e4-a119-78f0-98e1-ec34e60612e3"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n  \\\"class\\\",\\n  \\\"s1\\\",\\n  SUM(CAST(\\\"s2\\\" AS INTEGER)) AS \\\"total_measure\\\",\\n  SUM(CAST(\\\"s2\\\" AS INTEGER)) * 100.0 / SUM(SUM(CAST(\\\"s2\\\" AS INTEGER))) OVER (PARTITION BY \\\"class\\\") AS \\\"share_within_group\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"class\\\", \\\"s1\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"class\\\", item_col=\\\"s1\\\", and measure_col=\\\"s2\\\". CAST was added because these numeric-discrete fields are stored as TEXT in the SQLite schema.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14265,"cached_input_tokens":12032,"output_tokens":673,"reasoning_output_tokens":499}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..516250820c5a4beea8b77889b3feefdbdacd143f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n  \"class\",\n  \"s1\",\n  SUM(CAST(\"s2\" AS INTEGER)) AS \"total_measure\",\n  SUM(CAST(\"s2\" AS INTEGER)) * 100.0 / SUM(SUM(CAST(\"s2\" AS INTEGER))) OVER (PARTITION BY \"class\") AS \"share_within_group\"\nFROM \"c10\"\nGROUP BY \"class\", \"s1\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"class\", item_col=\"s1\", and measure_col=\"s2\". CAST was added because these numeric-discrete fields are stored as TEXT in the SQLite schema."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9c2e0b66cc53abfb/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ff3edaef16fb70e663629fb5fdc314560fff2e5a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6550, "bytes_utf8": 6550, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1584, "bytes_utf8": 1584, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14185, "cached_input_tokens": 13696, "output_tokens": 1086, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..c38f1852ee6d6d33395c0fb6887a00048a82f852
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_9cb874384f9a9765",
+    "api_calls": 0,
+    "input_tokens": 14185,
+    "cached_input_tokens": 13696,
+    "output_tokens": 1086,
+    "total_tokens": 15271,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 17626.14,
+    "sql_execution_elapsed_ms_total": 3451.31,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..df31540b8fb615d247f769d3a31f8b84a8c65746
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:53:04.697352+00:00",
+  "ended_at": "2026-05-19T15:53:22.323524+00:00",
+  "elapsed_ms": 17626.14,
+  "prompt_metrics": {
+    "chars": 6550,
+    "bytes_utf8": 6550,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 2184,
+    "bytes_utf8": 2184,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 1584,
+      "bytes_utf8": 1584,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14185,
+      "cached_input_tokens": 13696,
+      "output_tokens": 1086,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a1415c691aede5fdd7acee12d051f5955997f6f4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=c4, measure_col=s3.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "c4",
+    "measure_col": "s3",
+    "top_k": 19,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..30e046b1f24e86972cab361ebfd618400b397849
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f0-d2cf-72b1-a518-aa9c801c3924"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n  SELECT\\n    \\\"c4\\\",\\n    CAST(\\\"s3\\\" AS REAL) AS \\\"measure\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"c4\\\"\\n      ORDER BY CAST(\\\"s3\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (PARTITION BY \\\"c4\\\") AS \\\"cnt\\\"\\n  FROM \\\"c10\\\"\\n),\\n\\\"positions\\\" AS (\\n  SELECT\\n    \\\"c4\\\",\\n    \\\"measure\\\",\\n    \\\"rn\\\",\\n    \\\"cnt\\\",\\n    (1.0 + (\\\"cnt\\\" - 1) * 0.9) AS \\\"pos\\\",\\n    CAST((1.0 + (\\\"cnt\\\" - 1) * 0.9) AS INTEGER) AS \\\"lower_rn\\\",\\n    CASE\\n      WHEN (1.0 + (\\\"cnt\\\" - 1) * 0.9) = CAST((1.0 + (\\\"cnt\\\" - 1) * 0.9) AS INTEGER)\\n        THEN CAST((1.0 + (\\\"cnt\\\" - 1) * 0.9) AS INTEGER)\\n      ELSE CAST((1.0 + (\\\"cnt\\\" - 1) * 0.9) AS INTEGER) + 1\\n    END AS \\\"upper_rn\\\"\\n  FROM \\\"ranked\\\"\\n),\\n\\\"bounds\\\" AS (\\n  SELECT\\n    \\\"c4\\\",\\n    MAX(\\\"pos\\\") AS \\\"pos\\\",\\n    MAX(\\\"lower_rn\\\") AS \\\"lower_rn\\\",\\n    MAX(\\\"upper_rn\\\") AS \\\"upper_rn\\\",\\n    MAX(CASE WHEN \\\"rn\\\" = \\\"lower_rn\\\" THEN \\\"measure\\\" END) AS \\\"lower_val\\\",\\n    MAX(CASE WHEN \\\"rn\\\" = \\\"upper_rn\\\" THEN \\\"measure\\\" END) AS \\\"upper_val\\\"\\n  FROM \\\"positions\\\"\\n  GROUP BY \\\"c4\\\"\\n)\\nSELECT\\n  \\\"c4\\\",\\n  CASE\\n    WHEN \\\"lower_rn\\\" = \\\"upper_rn\\\" THEN \\\"lower_val\\\"\\n    ELSE \\\"lower_val\\\" + (\\\"pos\\\" - \\\"lower_rn\\\") * (\\\"upper_val\\\" - \\\"lower_val\\\")\\n  END AS \\\"percentile_measure\\\"\\nFROM \\\"bounds\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this query emulates the 0.9 grouped percentile for \\\"s3\\\" within each \\\"c4\\\" group using window functions and linear interpolation.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14185,"cached_input_tokens":13696,"output_tokens":1086,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8674e5ee8abf906f715267d28f26bdb760df661d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ranked\" AS (\n  SELECT\n    \"c4\",\n    CAST(\"s3\" AS REAL) AS \"measure\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"c4\"\n      ORDER BY CAST(\"s3\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (PARTITION BY \"c4\") AS \"cnt\"\n  FROM \"c10\"\n),\n\"positions\" AS (\n  SELECT\n    \"c4\",\n    \"measure\",\n    \"rn\",\n    \"cnt\",\n    (1.0 + (\"cnt\" - 1) * 0.9) AS \"pos\",\n    CAST((1.0 + (\"cnt\" - 1) * 0.9) AS INTEGER) AS \"lower_rn\",\n    CASE\n      WHEN (1.0 + (\"cnt\" - 1) * 0.9) = CAST((1.0 + (\"cnt\" - 1) * 0.9) AS INTEGER)\n        THEN CAST((1.0 + (\"cnt\" - 1) * 0.9) AS INTEGER)\n      ELSE CAST((1.0 + (\"cnt\" - 1) * 0.9) AS INTEGER) + 1\n    END AS \"upper_rn\"\n  FROM \"ranked\"\n),\n\"bounds\" AS (\n  SELECT\n    \"c4\",\n    MAX(\"pos\") AS \"pos\",\n    MAX(\"lower_rn\") AS \"lower_rn\",\n    MAX(\"upper_rn\") AS \"upper_rn\",\n    MAX(CASE WHEN \"rn\" = \"lower_rn\" THEN \"measure\" END) AS \"lower_val\",\n    MAX(CASE WHEN \"rn\" = \"upper_rn\" THEN \"measure\" END) AS \"upper_val\"\n  FROM \"positions\"\n  GROUP BY \"c4\"\n)\nSELECT\n  \"c4\",\n  CASE\n    WHEN \"lower_rn\" = \"upper_rn\" THEN \"lower_val\"\n    ELSE \"lower_val\" + (\"pos\" - \"lower_rn\") * (\"upper_val\" - \"lower_val\")\n  END AS \"percentile_measure\"\nFROM \"bounds\"\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite does not support PERCENTILE_CONT, so this query emulates the 0.9 grouped percentile for \"s3\" within each \"c4\" group using window functions and linear interpolation."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9cb874384f9a9765/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..46e29baef27cde3652308b1326dc0f7778a157e5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:10:18.783773+00:00",
+  "ended_at": "2026-05-19T16:10:21.913050+00:00",
+  "elapsed_ms": 3129.25,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6457,
+    "bytes_utf8": 6457,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..72452dee7704552023f190e2cff4bbab9d57f3ab
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:10:22.914902+00:00",
+  "ended_at": "2026-05-19T16:10:25.982629+00:00",
+  "elapsed_ms": 3067.69,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6457,
+    "bytes_utf8": 6457,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..dcae9e03fac1f971edea364b0d14213fc94ac88d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=s1, measure_col=s2.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "s1",
+    "measure_col": "s2",
+    "top_k": 12,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..dcae9e03fac1f971edea364b0d14213fc94ac88d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=s1, measure_col=s2.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "s1",
+    "measure_col": "s2",
+    "top_k": 12,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..564fba2f7b538b25f05c48e94bad8d7eb599e4d7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-9a31-7a03-bf50-59f13bf48006"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..bbb9dcf249fdcf71c5abf2cf041fc4c530a41f28
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-9a31-7a03-bf50-59f13bf48006"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b6359fee94b780f9924081850d0fa69dd86dbe78
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-aa4b-74d2-a0b3-42ad7c405f42"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..424f36deeff050b13cace9568b11214d05efc356
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-aa4b-74d2-a0b3-42ad7c405f42"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9d8ed88906291d3c/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..aa6462abd6539aad8f86fe0844abb7097242aa6b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6927, "bytes_utf8": 6927, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 590, "bytes_utf8": 590, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14283, "cached_input_tokens": 13696, "output_tokens": 418, "reasoning_output_tokens": 255}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..ef3d1fd8de56804c9f95da368ea64fd2e83d16c3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_9e1b52f9ea4bef19",
+    "api_calls": 0,
+    "input_tokens": 14283,
+    "cached_input_tokens": 13696,
+    "output_tokens": 418,
+    "total_tokens": 14701,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 10301.18,
+    "sql_execution_elapsed_ms_total": 522.12,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d385f5ce0adbd2fc27f758acd0fc7256d2c3a07
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:50:29.986919+00:00",
+  "ended_at": "2026-05-19T15:50:40.288136+00:00",
+  "elapsed_ms": 10301.18,
+  "prompt_metrics": {
+    "chars": 6927,
+    "bytes_utf8": 6927,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 957,
+    "bytes_utf8": 957,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 590,
+      "bytes_utf8": 590,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14283,
+      "cached_input_tokens": 13696,
+      "output_tokens": 418,
+      "reasoning_output_tokens": 255
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ef4c4b6c6b11bbc56d896bb556656cfb685c895a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=s1, measure_col=c4.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "s1",
+    "measure_col": "c4",
+    "top_k": 17,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 9.64,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..dcbba2921821dc0699a5d40a5522bbd07238579f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ee-7670-76b2-9b08-a911d8318fd1"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT \\\"s1\\\", SUM(CAST(\\\"c4\\\" AS REAL)) AS group_value\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"s1\\\"\\n), total AS (\\n    SELECT SUM(group_value) AS total_value\\n    FROM grouped\\n)\\nSELECT g.\\\"s1\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.05\\nORDER BY g.group_value DESC;\",\"notes\":\"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\\\"s1\\\" and measure_col=\\\"c4\\\", casting the TEXT measure to REAL for SQLite-safe aggregation.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14283,"cached_input_tokens":13696,"output_tokens":418,"reasoning_output_tokens":255}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5a55fbbc30de745b6909019e6960309664fbabba
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n    SELECT \"s1\", SUM(CAST(\"c4\" AS REAL)) AS group_value\n    FROM \"c10\"\n    GROUP BY \"s1\"\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.\"s1\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.05\nORDER BY g.group_value DESC;","notes":"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\"s1\" and measure_col=\"c4\", casting the TEXT measure to REAL for SQLite-safe aggregation."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9e1b52f9ea4bef19/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..350c2958f9b4eafac37eac89596f169dcfcdaca7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:10:33.008488+00:00",
+  "ended_at": "2026-05-19T16:10:35.859146+00:00",
+  "elapsed_ms": 2850.63,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6452,
+    "bytes_utf8": 6452,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..61e95ac336a6a05af08e45464dae68a755794253
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:10:36.861233+00:00",
+  "ended_at": "2026-05-19T16:10:40.641102+00:00",
+  "elapsed_ms": 3779.82,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6452,
+    "bytes_utf8": 6452,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5b1132052d3b9e0c1720983f629edf29459f9ece
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=c1, measure_col=c2.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "c1",
+    "measure_col": "c2",
+    "top_k": 13,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 12.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5b1132052d3b9e0c1720983f629edf29459f9ece
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=c1, measure_col=c2.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "c1",
+    "measure_col": "c2",
+    "top_k": 13,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 12.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..160b77244ebe075cfe28c63cf411ac53757b7d23
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-d1ab-74b2-9b60-774cb89b9b76"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9c6999f5c254ce358a7a6706ab5c410c4edf8f27
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-d1ab-74b2-9b60-774cb89b9b76"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0bb8b5e9980bda84719e03d846c312863e13ee54
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-e0e1-71a3-9e59-e932811ef625"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4463a0b839c320ba9943bb3387ecb4977ff613a1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-e0e1-71a3-9e59-e932811ef625"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_9f14a5c90687f43d/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..67cce29fba0ba8e4806fa67a6e768fedc6dd9c8f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=s5, measure_col=s1.
+Result preview: [{"s5": "1", "c5": "3", "total_measure": 50862.0, "share_within_group": 7.820820154349795}, {"s5": "4", "c5": "4", "total_measure": 49454.0, "share_within_group": 7.802506066371946}, {"s5": "3", "c5": "2", "total_measure": 49743.0, "share_within_group": 7.79244582508941}, {"s5": "1", "c5": "9", "total_measure": 50638.0, "share_within_group": 7.786376685461935}, {"s5": "2", "c5": "4", "total_measure": 49825.0, "share_within_group": 7.776347106793086}] Results were truncated.
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..cd5ccbb9b9d660a3e14a3414b12f25c297f96b1b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/generated_sql.sql
@@ -0,0 +1,19 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: conditional_dependency_structure
+-- canonical_subitem_id: dependency_strength_similarity
+-- intended_facet_id: pairwise_conditional_dependency
+-- variant_semantic_role: focused_target_view
+-- template_id: tpl_tpcds_within_group_share
+-- query_record_id: v2q_c10_a35514baec287fec
+-- problem_id: v2p_c10_448cdcc668deae5f
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "s5", "c5",
+       SUM(CAST("s1" AS REAL)) AS total_measure,
+       SUM(CAST("s1" AS REAL)) * 100.0 / SUM(SUM(CAST("s1" AS REAL))) OVER (PARTITION BY "s5") AS share_within_group
+FROM "c10"
+GROUP BY "s5", "c5"
+ORDER BY share_within_group DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2949ec42455b92a501f6b33838137ecb4b0bcef4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/query_results.jsonl
@@ -0,0 +1 @@
+{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"s5\", \"c5\",\n       SUM(CAST(\"s1\" AS REAL)) AS total_measure,\n       SUM(CAST(\"s1\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"s1\" AS REAL))) OVER (PARTITION BY \"s5\") AS share_within_group\nFROM \"c10\"\nGROUP BY \"s5\", \"c5\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"s5\\\", \\\"c5\\\",\\n       SUM(CAST(\\\"s1\\\" AS REAL)) AS total_measure,\\n       SUM(CAST(\\\"s1\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"s1\\\" AS REAL))) OVER (PARTITION BY \\\"s5\\\") AS share_within_group\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s5\\\", \\\"c5\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"s5\", \"c5\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"s5\": \"1\", \"c5\": \"3\", \"total_measure\": 50862.0, \"share_within_group\": 7.820820154349795}, {\"s5\": \"4\", \"c5\": \"4\", \"total_measure\": 49454.0, \"share_within_group\": 7.802506066371946}, {\"s5\": \"3\", \"c5\": \"2\", \"total_measure\": 49743.0, \"share_within_group\": 7.79244582508941}, {\"s5\": \"1\", \"c5\": \"9\", \"total_measure\": 50638.0, \"share_within_group\": 7.786376685461935}, {\"s5\": \"2\", \"c5\": \"4\", \"total_measure\": 49825.0, \"share_within_group\": 7.776347106793086}, {\"s5\": \"1\", \"c5\": \"8\", \"total_measure\": 50568.0, \"share_within_group\": 7.7756131014344785}, {\"s5\": \"4\", \"c5\": \"9\", \"total_measure\": 49279.0, \"share_within_group\": 7.774895790931839}, {\"s5\": \"2\", \"c5\": \"6\", \"total_measure\": 49800.0, \"share_within_group\": 7.772445276834835}, {\"s5\": \"3\", \"c5\": \"7\", \"total_measure\": 49584.0, \"share_within_group\": 7.767537820220601}, {\"s5\": \"2\", \"c5\": \"9\", \"total_measure\": 49713.0, \"share_within_group\": 7.758866908580124}, {\"s5\": \"4\", \"c5\": \"2\", \"total_measure\": 49167.0, \"share_within_group\": 7.75722521465017}, {\"s5\": \"4\", \"c5\": \"1\", \"total_measure\": 49122.0, \"share_within_group\": 7.7501254295369995}, {\"s5\": \"2\", \"c5\": \"5\", \"total_measure\": 49645.0, \"share_within_group\": 7.748253931093683}, {\"s5\": \"2\", \"c5\": \"3\", \"total_measure\": 49639.0, \"share_within_group\": 7.7473174919037024}, {\"s5\": \"3\", \"c5\": \"8\", \"total_measure\": 49367.0, \"share_within_group\": 7.733543876468828}, {\"s5\": \"2\", \"c5\": \"2\", \"total_measure\": 49515.0, \"share_within_group\": 7.7279644153107805}, {\"s5\": \"1\", \"c5\": \"6\", \"total_measure\": 50224.0, \"share_within_group\": 7.7227177742138355}, {\"s5\": \"3\", \"c5\": \"3\", \"total_measure\": 49296.0, \"share_within_group\": 7.722421434043133}, {\"s5\": \"1\", \"c5\": \"10\", \"total_measure\": 50189.0, \"share_within_group\": 7.717335982200107}, {\"s5\": \"3\", \"c5\": \"5\", \"total_measure\": 49242.0, \"share_within_group\": 7.713962111634858}, {\"s5\": \"3\", \"c5\": \"9\", \"total_measure\": 49204.0, \"share_within_group\": 7.708009255125331}, {\"s5\": \"3\", \"c5\": \"10\", \"total_measure\": 49154.0, \"share_within_group\": 7.700176549191743}, {\"s5\": \"2\", \"c5\": \"11\", \"total_measure\": 49336.0, \"share_within_group\": 7.700027312809707}, {\"s5\": \"1\", \"c5\": \"2\", \"total_measure\": 50066.0, \"share_within_group\": 7.698422827409005}, {\"s5\": \"4\", \"c5\": \"5\", \"total_measure\": 48761.0, \"share_within_group\": 7.69316937562912}, {\"s5\": \"4\", \"c5\": \"10\", \"total_measure\": 48744.0, \"share_within_group\": 7.690487234586366}, {\"s5\": \"3\", \"c5\": \"13\", \"total_measure\": 49040.0, \"share_within_group\": 7.682317979663162}, {\"s5\": \"1\", \"c5\": \"1\", \"total_measure\": 49950.0, \"share_within_group\": 7.680586031020649}, {\"s5\": \"4\", \"c5\": \"8\", \"total_measure\": 48680.0, \"share_within_group\": 7.6803897624254125}, {\"s5\": \"2\", \"c5\": \"10\", \"total_measure\": 49181.0, \"share_within_group\": 7.675835967068555}, {\"s5\": \"4\", \"c5\": \"6\", \"total_measure\": 48634.0, \"share_within_group\": 7.673132204309727}, {\"s5\": \"3\", \"c5\": \"4\", \"total_measure\": 48928.0, \"share_within_group\": 7.664772718371925}, {\"s5\": \"3\", \"c5\": \"11\", \"total_measure\": 48915.0, \"share_within_group\": 7.662736214829192}, {\"s5\": \"4\", \"c5\": \"12\", \"total_measure\": 48567.0, \"share_within_group\": 7.662561413141229}, {\"s5\": \"3\", \"c5\": \"12\", \"total_measure\": 48876.0, \"share_within_group\": 7.656626704200994}, {\"s5\": \"1\", \"c5\": \"13\", \"total_measure\": 49780.0, \"share_within_group\": 7.654445898382541}, {\"s5\": \"2\", \"c5\": \"1\", \"total_measure\": 49026.0, \"share_within_group\": 7.651644621327403}, {\"s5\": \"1\", \"c5\": \"7\", \"total_measure\": 49744.0, \"share_within_group\": 7.648910340882706}, {\"s5\": \"1\", \"c5\": \"12\", \"total_measure\": 49736.0, \"share_within_group\": 7.647680216993854}, {\"s5\": \"4\", \"c5\": \"13\", \"total_measure\": 48449.0, \"share_within_group\": 7.643944198844471}, {\"s5\": \"4\", \"c5\": \"3\", \"total_measure\": 48449.0, \"share_within_group\": 7.643944198844471}, {\"s5\": \"1\", \"c5\": \"11\", \"total_measure\": 49705.0, \"share_within_group\": 7.642913486924552}, {\"s5\": \"1\", \"c5\": \"4\", \"total_measure\": 49674.0, \"share_within_group\": 7.6381467568552495}, {\"s5\": \"4\", \"c5\": \"11\", \"total_measure\": 48325.0, \"share_within_group\": 7.6243803465326225}, {\"s5\": \"2\", \"c5\": \"13\", \"total_measure\": 48839.0, \"share_within_group\": 7.622458933239689}, {\"s5\": \"2\", \"c5\": \"12\", \"total_measure\": 48825.0, \"share_within_group\": 7.620273908463069}, {\"s5\": \"3\", \"c5\": \"1\", \"total_measure\": 48609.0, \"share_within_group\": 7.614800054515634}, {\"s5\": \"4\", \"c5\": \"7\", \"total_measure\": 48191.0, \"share_within_group\": 7.603238764195626}, {\"s5\": \"2\", \"c5\": \"8\", \"total_measure\": 48711.0, \"share_within_group\": 7.6024815638534475}, {\"s5\": \"2\", \"c5\": \"7\", \"total_measure\": 48670.0, \"share_within_group\": 7.596082562721916}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 972.05}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..c4d29d1af153cdc09c5c93bc312917798501ef17
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/run_manifest.json
@@ -0,0 +1,91 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T15:39:07.717574+00:00",
+  "ended_at": "2026-05-19T15:39:19.084050+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_a35514baec287fec",
+    "problem_id": "v2p_c10_448cdcc668deae5f",
+    "dataset_id": "c10",
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "family_id": "conditional_dependency_structure",
+    "canonical_subitem_id": "dependency_strength_similarity",
+    "intended_facet_id": "pairwise_conditional_dependency",
+    "variant_semantic_role": "focused_target_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=s5, measure_col=s1.",
+    "bindings": {
+      "group_col": "s5",
+      "measure_col": "s1",
+      "item_col": "c5",
+      "top_k": 15,
+      "top_n": 6,
+      "num_tiles": 10,
+      "percentile_value": 0.9,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.05,
+      "baseline_multiplier": 1.75,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 4,
+      "measure_threshold": 2.98,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "notes": [
+      "default_facets=pairwise_conditional_dependency",
+      "template_selection_mode=rule",
+      "problem_index_within_template=7",
+      "sql_variant_index=2/2",
+      "binding_index=30"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 3,
+    "problem_index_within_template": 7,
+    "sql_variant_index": 2,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_a35514baec287fec.sql",
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_a35514baec287fec",
+    "api_calls": 0,
+    "input_tokens": 14265,
+    "cached_input_tokens": 12032,
+    "output_tokens": 461,
+    "total_tokens": 14726,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 10374.78,
+    "sql_execution_elapsed_ms_total": 972.05,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..03b885465be9b1d3a273cd2dceeba264fd6c2777
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:39:18.108229+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10374.78, "started_at": "2026-05-19T15:39:07.732647+00:00", "ended_at": "2026-05-19T15:39:18.107454+00:00", "prompt_metrics": {"chars": 6772, "bytes_utf8": 6772, "lines": 230, "estimated_tokens": null}, "response_metrics": {"chars": 512, "bytes_utf8": 512, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14265, "cached_input_tokens": 12032, "output_tokens": 461, "reasoning_output_tokens": 298}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"s5\\\", \\\"c5\\\",\\n       SUM(CAST(\\\"s1\\\" AS REAL)) AS total_measure,\\n       SUM(CAST(\\\"s1\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"s1\\\" AS REAL))) OVER (PARTITION BY \\\"s5\\\") AS share_within_group\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s5\\\", \\\"c5\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"s5\\\", item_col=\\\"c5\\\", and measure_col=\\\"s1\\\". CAST is used because the schema stores these fields as TEXT.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..5d3beea69df6444d2d20fcfad769860d532fa096
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c10",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c10_a35514baec287fec",
+  "api_calls": 0,
+  "input_tokens": 14265,
+  "cached_input_tokens": 12032,
+  "output_tokens": 461,
+  "total_tokens": 14726,
+  "cost_usd": 0.0,
+  "ai_cli_calls": 1,
+  "estimated_input_tokens": 0,
+  "estimated_output_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "ai_cli_json_usage",
+  "cli_elapsed_ms_total": 10374.78,
+  "sql_execution_elapsed_ms_total": 972.05,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a35514baec287fec/cli/conversation.jsonl",
+  "note": "Executed through a local AI CLI with structured usage metadata."
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a58941e83badfe03/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a58941e83badfe03/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2cfc97dc32f7ccf430f5990619b322c880c4ec02
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a58941e83badfe03/final_answer.txt
@@ -0,0 +1 @@
+{"row_count": null, "preview_rows": [{"value_label": "3", "support": 79480, "support_share": 0.07754070691993249, "cumulative_support": 79480}, {"value_label": "2", "support": 79379, "support_share": 0.0774421712958898, "cumulative_support": 158859}, {"value_label": "4", "support": 79200, "support_share": 0.07726753885327949, "cumulative_support": 238059}, {"value_label": "9", "support": 79200, "support_share": 0.07726753885327949, "cumulative_support": 317259}, {"value_label": "8", "support": 79040, "support_share": 0.07711144281519204, "cumulative_support": 396299}]}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a58941e83badfe03/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a58941e83badfe03/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..525263cc046914fadaad6ccb99c902137e459ffc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a58941e83badfe03/generated_sql.sql
@@ -0,0 +1,28 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: cardinality_structure
+-- canonical_subitem_id: support_rank_profile_consistency
+-- intended_facet_id: value_imbalance_profile
+-- variant_semantic_role: ranked_signal_view
+-- template_id: tpl_cardinality_distinct_share_profile
+-- query_record_id: v2q_c10_a58941e83badfe03
+-- problem_id: v2p_c10_a7d1453c813cc7e7
+-- realization_mode: deterministic
+-- source_kind: deterministic
+WITH grouped AS (
+    SELECT "c5" AS value_label, COUNT(*) AS support
+    FROM "c10"
+    GROUP BY "c5"
+), ranked AS (
+    SELECT
+        value_label,
+        support,
+        CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,
+        SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support
+    FROM grouped
+)
+SELECT *
+FROM ranked
+ORDER BY support DESC, value_label;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a58941e83badfe03/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a58941e83badfe03/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..576640ae6e206479c420afbafd353f3d7e95181f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a58941e83badfe03/query_results.jsonl
@@ -0,0 +1 @@
+{"node_name": "v2_template", "tool_name": "sqlite_query", "query": "-- sql_source_version: v2\n-- sql_source_label: v2_current\n-- sql_source_run_id: v2_cli_20260502_081223_a\n-- sql_source_dataset_id: c10\n-- family_id: cardinality_structure\n-- canonical_subitem_id: support_rank_profile_consistency\n-- intended_facet_id: value_imbalance_profile\n-- variant_semantic_role: ranked_signal_view\n-- template_id: tpl_cardinality_distinct_share_profile\n-- query_record_id: v2q_c10_a58941e83badfe03\n-- problem_id: v2p_c10_a7d1453c813cc7e7\n-- realization_mode: deterministic\n-- source_kind: deterministic\nWITH grouped AS (\n    SELECT \"c5\" AS value_label, COUNT(*) AS support\n    FROM \"c10\"\n    GROUP BY \"c5\"\n), ranked AS (\n    SELECT\n        value_label,\n        support,\n        CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,\n        SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support\n    FROM grouped\n)\nSELECT *\nFROM ranked\nORDER BY support DESC, value_label;", "result": "{\"query\": \"-- sql_source_version: v2\\n-- sql_source_label: v2_current\\n-- sql_source_run_id: v2_cli_20260502_081223_a\\n-- sql_source_dataset_id: c10\\n-- family_id: cardinality_structure\\n-- canonical_subitem_id: support_rank_profile_consistency\\n-- intended_facet_id: value_imbalance_profile\\n-- variant_semantic_role: ranked_signal_view\\n-- template_id: tpl_cardinality_distinct_share_profile\\n-- query_record_id: v2q_c10_a58941e83badfe03\\n-- problem_id: v2p_c10_a7d1453c813cc7e7\\n-- realization_mode: deterministic\\n-- source_kind: deterministic\\nWITH grouped AS (\\n    SELECT \\\"c5\\\" AS value_label, COUNT(*) AS support\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"c5\\\"\\n), ranked AS (\\n    SELECT\\n        value_label,\\n        support,\\n        CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,\\n        SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support\\n    FROM grouped\\n)\\nSELECT *\\nFROM ranked\\nORDER BY support DESC, value_label;\", \"columns\": [\"value_label\", \"support\", \"support_share\", \"cumulative_support\"], \"rows\": [{\"value_label\": \"3\", \"support\": 79480, \"support_share\": 0.07754070691993249, \"cumulative_support\": 79480}, {\"value_label\": \"2\", \"support\": 79379, \"support_share\": 0.0774421712958898, \"cumulative_support\": 158859}, {\"value_label\": \"4\", \"support\": 79200, \"support_share\": 0.07726753885327949, \"cumulative_support\": 238059}, {\"value_label\": \"9\", \"support\": 79200, \"support_share\": 0.07726753885327949, \"cumulative_support\": 317259}, {\"value_label\": \"8\", \"support\": 79040, \"support_share\": 0.07711144281519204, \"cumulative_support\": 396299}, {\"value_label\": \"10\", \"support\": 78924, \"support_share\": 0.07699827318757865, \"cumulative_support\": 475223}, {\"value_label\": \"5\", \"support\": 78787, \"support_share\": 0.0768646159549663, \"cumulative_support\": 554010}, {\"value_label\": \"6\", \"support\": 78761, \"support_share\": 0.07683925034877709, \"cumulative_support\": 632771}, {\"value_label\": \"1\", \"support\": 78707, \"support_share\": 0.07678656793592258, \"cumulative_support\": 711478}, {\"value_label\": \"7\", \"support\": 78515, \"support_share\": 0.07659925269021765, \"cumulative_support\": 789993}, {\"value_label\": \"13\", \"support\": 78479, \"support_share\": 0.07656413108164799, \"cumulative_support\": 868472}, {\"value_label\": \"12\", \"support\": 78303, \"support_share\": 0.0763924254397518, \"cumulative_support\": 946775}, {\"value_label\": \"11\", \"support\": 78235, \"support_share\": 0.07632608462356465, \"cumulative_support\": 1025010}], \"row_count_returned\": 13, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 515.47}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a58941e83badfe03/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a58941e83badfe03/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..fce89365c951698995a754c66a94375c1f04a51b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a58941e83badfe03/run_manifest.json
@@ -0,0 +1,57 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T16:12:42.645509+00:00",
+  "ended_at": "2026-05-19T16:12:43.162547+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_a58941e83badfe03",
+    "problem_id": "v2p_c10_a7d1453c813cc7e7",
+    "dataset_id": "c10",
+    "template_id": "tpl_cardinality_distinct_share_profile",
+    "template_name": "Cardinality Distinct Share Profile",
+    "family_id": "cardinality_structure",
+    "canonical_subitem_id": "support_rank_profile_consistency",
+    "intended_facet_id": "value_imbalance_profile",
+    "variant_semantic_role": "ranked_signal_view",
+    "subitem_assignment_source": "template_fixed",
+    "source_kind": "deterministic",
+    "realization_mode": "deterministic",
+    "gate_priority": "deterministic",
+    "extended_family": true,
+    "question": "Use template Cardinality Distinct Share Profile to probe support_rank_profile_consistency with semantic role ranked_signal_view. Focus on group_col=c5.",
+    "bindings": {
+      "group_col": "c5"
+    },
+    "binding_roles": [
+      "group_col"
+    ],
+    "coverage_target_min": "enumerate_all_applicable",
+    "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col} AS value_label, COUNT(*) AS support\n    FROM {table}\n    GROUP BY {group_col}\n), ranked AS (\n    SELECT\n        value_label,\n        support,\n        CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,\n        SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support\n    FROM grouped\n)\nSELECT *\nFROM ranked\nORDER BY support DESC, value_label;",
+    "notes": [
+      "default_facets=support_concentration,value_imbalance_profile",
+      "template_selection_mode=deterministic",
+      "problem_index_within_template=10",
+      "sql_variant_index=1/1"
+    ],
+    "template_selection_mode": "deterministic",
+    "selected_template_rank": 0,
+    "problem_index_within_template": 10,
+    "sql_variant_index": 1,
+    "sql_variant_total": 1
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_a58941e83badfe03.sql",
+  "usage_summary": {
+    "engine": "template",
+    "input_tokens": 0,
+    "cached_input_tokens": 0,
+    "output_tokens": 0,
+    "total_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "none"
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a58941e83badfe03/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a58941e83badfe03/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..96c9ff4feec395919fc26411d18d078b8af6e1c7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a58941e83badfe03/usage_summary.json
@@ -0,0 +1,9 @@
+{
+  "engine": "template",
+  "input_tokens": 0,
+  "cached_input_tokens": 0,
+  "output_tokens": 0,
+  "total_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "none"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9b392c847e6fc3290e6985838ff104984377d4ba
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6372, "bytes_utf8": 6372, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 328, "bytes_utf8": 328, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14147, "cached_input_tokens": 12032, "output_tokens": 513, "reasoning_output_tokens": 419}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..5c0f3fc7afa0e394e86fafb05fb6308042b4e949
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_a9876f81a39c8746",
+    "api_calls": 0,
+    "input_tokens": 14147,
+    "cached_input_tokens": 12032,
+    "output_tokens": 513,
+    "total_tokens": 14660,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 13172.17,
+    "sql_execution_elapsed_ms_total": 415.7,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..4bcd2d5117e13745d0aa91a5f10d04aee131cac4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:29:11.282058+00:00",
+  "ended_at": "2026-05-19T15:29:24.454256+00:00",
+  "elapsed_ms": 13172.17,
+  "prompt_metrics": {
+    "chars": 6372,
+    "bytes_utf8": 6372,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 678,
+    "bytes_utf8": 678,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 328,
+      "bytes_utf8": 328,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14147,
+      "cached_input_tokens": 12032,
+      "output_tokens": 513,
+      "reasoning_output_tokens": 419
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b1290e9993d4e748e3a3f97d659cc0ff2cef03c9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=s2, measure_col=s2.",
+  "planned_template_id": "tpl_h2o_group_sum",
+  "bindings": {
+    "group_col": "s2",
+    "measure_col": "s2",
+    "top_k": 17,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7ac02e9ae891660792ed7d7c59cc9473291de8c2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40da-f398-7433-adfd-17e1055dc940"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"s2\\\", SUM(CAST(\\\"s2\\\" AS INTEGER)) AS total_measure\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s2\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the planned grouped-sum template with \\\"s2\\\" as both group and measure column. CAST is applied because the schema stores values as TEXT in SQLite.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14147,"cached_input_tokens":12032,"output_tokens":513,"reasoning_output_tokens":419}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4ea557e4c554ac9ce074ca269f4fc7cc35dafb92
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"s2\", SUM(CAST(\"s2\" AS INTEGER)) AS total_measure\nFROM \"c10\"\nGROUP BY \"s2\"\nORDER BY total_measure DESC;","notes":"Uses the planned grouped-sum template with \"s2\" as both group and measure column. CAST is applied because the schema stores values as TEXT in SQLite."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a9876f81a39c8746/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b11b7f1166e1105c55a00f764a6d46a4a059765f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/conversation.jsonl
@@ -0,0 +1,4 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6553, "bytes_utf8": 6553, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "}
+{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 6553, "bytes_utf8": 6553, "lines": 228, "estimated_tokens": null}}
+{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 1722, "bytes_utf8": 1722, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14185, "cached_input_tokens": 12032, "output_tokens": 2135, "reasoning_output_tokens": 1531}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..2e4f1955cc21a266613b489d3282692cb7ed1945
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 2,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_a98b856c922ba2ad",
+    "api_calls": 0,
+    "input_tokens": 14185,
+    "cached_input_tokens": 12032,
+    "output_tokens": 2135,
+    "total_tokens": 16320,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 2,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 36239.33,
+    "sql_execution_elapsed_ms_total": 4810.15,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..7ff6b3b6b795574a80c7b99d625f03e796fdb5f2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:03:02.913588+00:00",
+  "ended_at": "2026-05-19T16:03:06.004627+00:00",
+  "elapsed_ms": 3091.01,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6553,
+    "bytes_utf8": 6553,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..deabd039d0b17a0cacc40b26f44a853d1422f8e6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:03:07.006774+00:00",
+  "ended_at": "2026-05-19T16:03:40.155131+00:00",
+  "elapsed_ms": 33148.32,
+  "prompt_metrics": {
+    "chars": 6553,
+    "bytes_utf8": 6553,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 2337,
+    "bytes_utf8": 2337,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 1722,
+      "bytes_utf8": 1722,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14185,
+      "cached_input_tokens": 12032,
+      "output_tokens": 2135,
+      "reasoning_output_tokens": 1531
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..629d86e1aedba1c9b22d7ef7827a84ec950768fc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=c3, measure_col=c2.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "c3",
+    "measure_col": "c2",
+    "top_k": 18,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 11.64,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..629d86e1aedba1c9b22d7ef7827a84ec950768fc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=c3, measure_col=c2.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "c3",
+    "measure_col": "c2",
+    "top_k": 18,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 11.64,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..81a6211dc37933243ddd276fe7af79ae4e72fed8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f9-f394-7243-8aef-fce36cf62cda"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2f2ee5a02dde47e30d93adf654142211bd297799
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f9-f394-7243-8aef-fce36cf62cda"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a59c93c0aaada60ca7a9b99469813142c9ad2d33
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fa-03ad-77a2-9a12-748f820d4fd2"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n  SELECT\\n    \\\"c3\\\",\\n    CAST(\\\"c2\\\" AS REAL) AS \\\"measure_value\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"c3\\\"\\n      ORDER BY CAST(\\\"c2\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (\\n      PARTITION BY \\\"c3\\\"\\n    ) AS \\\"cnt\\\"\\n  FROM \\\"c10\\\"\\n  WHERE \\\"c3\\\" IS NOT NULL\\n    AND \\\"c2\\\" IS NOT NULL\\n),\\n\\\"positions\\\" AS (\\n  SELECT DISTINCT\\n    \\\"c3\\\",\\n    (1.0 + (0.95 * (\\\"cnt\\\" - 1))) AS \\\"pos\\\",\\n    CAST((1.0 + (0.95 * (\\\"cnt\\\" - 1))) AS INTEGER) AS \\\"lower_rn\\\",\\n    CAST((1.0 + (0.95 * (\\\"cnt\\\" - 1))) AS INTEGER) + CASE\\n      WHEN (1.0 + (0.95 * (\\\"cnt\\\" - 1))) > CAST((1.0 + (0.95 * (\\\"cnt\\\" - 1))) AS INTEGER) THEN 1\\n      ELSE 0\\n    END AS \\\"upper_rn\\\"\\n  FROM \\\"ordered\\\"\\n),\\n\\\"picked\\\" AS (\\n  SELECT\\n    p.\\\"c3\\\",\\n    p.\\\"pos\\\",\\n    p.\\\"lower_rn\\\",\\n    p.\\\"upper_rn\\\",\\n    MAX(CASE WHEN o.\\\"rn\\\" = p.\\\"lower_rn\\\" THEN o.\\\"measure_value\\\" END) AS \\\"lower_value\\\",\\n    MAX(CASE WHEN o.\\\"rn\\\" = p.\\\"upper_rn\\\" THEN o.\\\"measure_value\\\" END) AS \\\"upper_value\\\"\\n  FROM \\\"positions\\\" AS p\\n  JOIN \\\"ordered\\\" AS o\\n    ON o.\\\"c3\\\" = p.\\\"c3\\\"\\n  GROUP BY\\n    p.\\\"c3\\\",\\n    p.\\\"pos\\\",\\n    p.\\\"lower_rn\\\",\\n    p.\\\"upper_rn\\\"\\n)\\nSELECT\\n  \\\"c3\\\",\\n  CASE\\n    WHEN \\\"lower_rn\\\" = \\\"upper_rn\\\" THEN \\\"lower_value\\\"\\n    ELSE \\\"lower_value\\\" + ((\\\"pos\\\" - \\\"lower_rn\\\") * (\\\"upper_value\\\" - \\\"lower_value\\\"))\\n  END AS \\\"percentile_measure\\\"\\nFROM \\\"picked\\\"\\nORDER BY \\\"percentile_measure\\\" DESC, \\\"c3\\\";\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this emulates the 0.95 continuous percentile for each \\\"c3\\\" group using windowed row numbers and linear interpolation over CAST(\\\"c2\\\" AS REAL).\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14185,"cached_input_tokens":12032,"output_tokens":2135,"reasoning_output_tokens":1531}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9848d84f84be3988005d25191c5eb70883950eb9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_response_attempt_2.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ordered\" AS (\n  SELECT\n    \"c3\",\n    CAST(\"c2\" AS REAL) AS \"measure_value\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"c3\"\n      ORDER BY CAST(\"c2\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (\n      PARTITION BY \"c3\"\n    ) AS \"cnt\"\n  FROM \"c10\"\n  WHERE \"c3\" IS NOT NULL\n    AND \"c2\" IS NOT NULL\n),\n\"positions\" AS (\n  SELECT DISTINCT\n    \"c3\",\n    (1.0 + (0.95 * (\"cnt\" - 1))) AS \"pos\",\n    CAST((1.0 + (0.95 * (\"cnt\" - 1))) AS INTEGER) AS \"lower_rn\",\n    CAST((1.0 + (0.95 * (\"cnt\" - 1))) AS INTEGER) + CASE\n      WHEN (1.0 + (0.95 * (\"cnt\" - 1))) > CAST((1.0 + (0.95 * (\"cnt\" - 1))) AS INTEGER) THEN 1\n      ELSE 0\n    END AS \"upper_rn\"\n  FROM \"ordered\"\n),\n\"picked\" AS (\n  SELECT\n    p.\"c3\",\n    p.\"pos\",\n    p.\"lower_rn\",\n    p.\"upper_rn\",\n    MAX(CASE WHEN o.\"rn\" = p.\"lower_rn\" THEN o.\"measure_value\" END) AS \"lower_value\",\n    MAX(CASE WHEN o.\"rn\" = p.\"upper_rn\" THEN o.\"measure_value\" END) AS \"upper_value\"\n  FROM \"positions\" AS p\n  JOIN \"ordered\" AS o\n    ON o.\"c3\" = p.\"c3\"\n  GROUP BY\n    p.\"c3\",\n    p.\"pos\",\n    p.\"lower_rn\",\n    p.\"upper_rn\"\n)\nSELECT\n  \"c3\",\n  CASE\n    WHEN \"lower_rn\" = \"upper_rn\" THEN \"lower_value\"\n    ELSE \"lower_value\" + ((\"pos\" - \"lower_rn\") * (\"upper_value\" - \"lower_value\"))\n  END AS \"percentile_measure\"\nFROM \"picked\"\nORDER BY \"percentile_measure\" DESC, \"c3\";","notes":"SQLite does not support PERCENTILE_CONT, so this emulates the 0.95 continuous percentile for each \"c3\" group using windowed row numbers and linear interpolation over CAST(\"c2\" AS REAL)."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_a98b856c922ba2ad/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..226434f9ada46029461aa50f9fe69508e658eb5b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=c4, measure_col=s3.
+Result preview: [{"c4": "1", "percentile_measure": 4.0}, {"c4": "10", "percentile_measure": 4.0}, {"c4": "11", "percentile_measure": 4.0}, {"c4": "12", "percentile_measure": 4.0}, {"c4": "13", "percentile_measure": 4.0}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..70477815bef075306612dc85d2b5ce97b4f58e15
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/generated_sql.sql
@@ -0,0 +1,66 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: tail_rarity_structure
+-- canonical_subitem_id: tail_concentration_consistency
+-- intended_facet_id: rare_target_concentration
+-- variant_semantic_role: focused_target_view
+-- template_id: tpl_grouped_percentile_point
+-- query_record_id: v2q_c10_ab04b27fa7f6abb1
+-- problem_id: v2p_c10_044b92353205bab9
+-- realization_mode: agent
+-- source_kind: agent
+WITH "ordered" AS (
+  SELECT
+    "c4" AS "group_col",
+    CAST("s3" AS REAL) AS "measure_col",
+    ROW_NUMBER() OVER (
+      PARTITION BY "c4"
+      ORDER BY CAST("s3" AS REAL)
+    ) AS "rn",
+    COUNT(*) OVER (
+      PARTITION BY "c4"
+    ) AS "cnt"
+  FROM "c10"
+  WHERE "c4" IS NOT NULL
+    AND "s3" IS NOT NULL
+),
+"positions" AS (
+  SELECT
+    "group_col",
+    "cnt",
+    (1.0 + 0.95 * ("cnt" - 1)) AS "pos",
+    CAST((1.0 + 0.95 * ("cnt" - 1)) AS INTEGER) AS "lower_rn",
+    CASE
+      WHEN (1.0 + 0.95 * ("cnt" - 1)) = CAST((1.0 + 0.95 * ("cnt" - 1)) AS INTEGER)
+        THEN CAST((1.0 + 0.95 * ("cnt" - 1)) AS INTEGER)
+      ELSE CAST((1.0 + 0.95 * ("cnt" - 1)) AS INTEGER) + 1
+    END AS "upper_rn"
+  FROM "ordered"
+  GROUP BY "group_col", "cnt"
+),
+"bounds" AS (
+  SELECT
+    "p"."group_col",
+    "p"."pos",
+    "p"."lower_rn",
+    "p"."upper_rn",
+    "lo"."measure_col" AS "lower_val",
+    "hi"."measure_col" AS "upper_val"
+  FROM "positions" AS "p"
+  JOIN "ordered" AS "lo"
+    ON "lo"."group_col" = "p"."group_col"
+   AND "lo"."rn" = "p"."lower_rn"
+  JOIN "ordered" AS "hi"
+    ON "hi"."group_col" = "p"."group_col"
+   AND "hi"."rn" = "p"."upper_rn"
+)
+SELECT
+  "group_col" AS "c4",
+  CASE
+    WHEN "lower_rn" = "upper_rn" THEN "lower_val"
+    ELSE "lower_val" + ("pos" - "lower_rn") * ("upper_val" - "lower_val")
+  END AS "percentile_measure"
+FROM "bounds"
+ORDER BY "percentile_measure" DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..828ebb37b75b978971a84172718d6a1879a483a5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/query_results.jsonl
@@ -0,0 +1 @@
+{"step_index": 2, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_grouped_percentile_point\nWITH \"ordered\" AS (\n  SELECT\n    \"c4\" AS \"group_col\",\n    CAST(\"s3\" AS REAL) AS \"measure_col\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"c4\"\n      ORDER BY CAST(\"s3\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (\n      PARTITION BY \"c4\"\n    ) AS \"cnt\"\n  FROM \"c10\"\n  WHERE \"c4\" IS NOT NULL\n    AND \"s3\" IS NOT NULL\n),\n\"positions\" AS (\n  SELECT\n    \"group_col\",\n    \"cnt\",\n    (1.0 + 0.95 * (\"cnt\" - 1)) AS \"pos\",\n    CAST((1.0 + 0.95 * (\"cnt\" - 1)) AS INTEGER) AS \"lower_rn\",\n    CASE\n      WHEN (1.0 + 0.95 * (\"cnt\" - 1)) = CAST((1.0 + 0.95 * (\"cnt\" - 1)) AS INTEGER)\n        THEN CAST((1.0 + 0.95 * (\"cnt\" - 1)) AS INTEGER)\n      ELSE CAST((1.0 + 0.95 * (\"cnt\" - 1)) AS INTEGER) + 1\n    END AS \"upper_rn\"\n  FROM \"ordered\"\n  GROUP BY \"group_col\", \"cnt\"\n),\n\"bounds\" AS (\n  SELECT\n    \"p\".\"group_col\",\n    \"p\".\"pos\",\n    \"p\".\"lower_rn\",\n    \"p\".\"upper_rn\",\n    \"lo\".\"measure_col\" AS \"lower_val\",\n    \"hi\".\"measure_col\" AS \"upper_val\"\n  FROM \"positions\" AS \"p\"\n  JOIN \"ordered\" AS \"lo\"\n    ON \"lo\".\"group_col\" = \"p\".\"group_col\"\n   AND \"lo\".\"rn\" = \"p\".\"lower_rn\"\n  JOIN \"ordered\" AS \"hi\"\n    ON \"hi\".\"group_col\" = \"p\".\"group_col\"\n   AND \"hi\".\"rn\" = \"p\".\"upper_rn\"\n)\nSELECT\n  \"group_col\" AS \"c4\",\n  CASE\n    WHEN \"lower_rn\" = \"upper_rn\" THEN \"lower_val\"\n    ELSE \"lower_val\" + (\"pos\" - \"lower_rn\") * (\"upper_val\" - \"lower_val\")\n  END AS \"percentile_measure\"\nFROM \"bounds\"\nORDER BY \"percentile_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n  SELECT\\n    \\\"c4\\\" AS \\\"group_col\\\",\\n    CAST(\\\"s3\\\" AS REAL) AS \\\"measure_col\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"c4\\\"\\n      ORDER BY CAST(\\\"s3\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (\\n      PARTITION BY \\\"c4\\\"\\n    ) AS \\\"cnt\\\"\\n  FROM \\\"c10\\\"\\n  WHERE \\\"c4\\\" IS NOT NULL\\n    AND \\\"s3\\\" IS NOT NULL\\n),\\n\\\"positions\\\" AS (\\n  SELECT\\n    \\\"group_col\\\",\\n    \\\"cnt\\\",\\n    (1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS \\\"pos\\\",\\n    CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER) AS \\\"lower_rn\\\",\\n    CASE\\n      WHEN (1.0 + 0.95 * (\\\"cnt\\\" - 1)) = CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER)\\n        THEN CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER)\\n      ELSE CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER) + 1\\n    END AS \\\"upper_rn\\\"\\n  FROM \\\"ordered\\\"\\n  GROUP BY \\\"group_col\\\", \\\"cnt\\\"\\n),\\n\\\"bounds\\\" AS (\\n  SELECT\\n    \\\"p\\\".\\\"group_col\\\",\\n    \\\"p\\\".\\\"pos\\\",\\n    \\\"p\\\".\\\"lower_rn\\\",\\n    \\\"p\\\".\\\"upper_rn\\\",\\n    \\\"lo\\\".\\\"measure_col\\\" AS \\\"lower_val\\\",\\n    \\\"hi\\\".\\\"measure_col\\\" AS \\\"upper_val\\\"\\n  FROM \\\"positions\\\" AS \\\"p\\\"\\n  JOIN \\\"ordered\\\" AS \\\"lo\\\"\\n    ON \\\"lo\\\".\\\"group_col\\\" = \\\"p\\\".\\\"group_col\\\"\\n   AND \\\"lo\\\".\\\"rn\\\" = \\\"p\\\".\\\"lower_rn\\\"\\n  JOIN \\\"ordered\\\" AS \\\"hi\\\"\\n    ON \\\"hi\\\".\\\"group_col\\\" = \\\"p\\\".\\\"group_col\\\"\\n   AND \\\"hi\\\".\\\"rn\\\" = \\\"p\\\".\\\"upper_rn\\\"\\n)\\nSELECT\\n  \\\"group_col\\\" AS \\\"c4\\\",\\n  CASE\\n    WHEN \\\"lower_rn\\\" = \\\"upper_rn\\\" THEN \\\"lower_val\\\"\\n    ELSE \\\"lower_val\\\" + (\\\"pos\\\" - \\\"lower_rn\\\") * (\\\"upper_val\\\" - \\\"lower_val\\\")\\n  END AS \\\"percentile_measure\\\"\\nFROM \\\"bounds\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\", \"columns\": [\"c4\", \"percentile_measure\"], \"rows\": [{\"c4\": \"1\", \"percentile_measure\": 4.0}, {\"c4\": \"10\", \"percentile_measure\": 4.0}, {\"c4\": \"11\", \"percentile_measure\": 4.0}, {\"c4\": \"12\", \"percentile_measure\": 4.0}, {\"c4\": \"13\", \"percentile_measure\": 4.0}, {\"c4\": \"2\", \"percentile_measure\": 4.0}, {\"c4\": \"3\", \"percentile_measure\": 4.0}, {\"c4\": \"4\", \"percentile_measure\": 4.0}, {\"c4\": \"5\", \"percentile_measure\": 4.0}, {\"c4\": \"6\", \"percentile_measure\": 4.0}, {\"c4\": \"7\", \"percentile_measure\": 4.0}, {\"c4\": \"8\", \"percentile_measure\": 4.0}, {\"c4\": \"9\", \"percentile_measure\": 4.0}], \"row_count_returned\": 13, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3848.63}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..53865a7cdf9059da845d342529a0c37fddaf4f14
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/run_manifest.json
@@ -0,0 +1,89 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T15:52:22.915349+00:00",
+  "ended_at": "2026-05-19T15:53:04.681959+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_ab04b27fa7f6abb1",
+    "problem_id": "v2p_c10_044b92353205bab9",
+    "dataset_id": "c10",
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "family_id": "tail_rarity_structure",
+    "canonical_subitem_id": "tail_concentration_consistency",
+    "intended_facet_id": "rare_target_concentration",
+    "variant_semantic_role": "focused_target_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=c4, measure_col=s3.",
+    "bindings": {
+      "group_col": "c4",
+      "measure_col": "s3",
+      "top_k": 14,
+      "top_n": 3,
+      "num_tiles": 10,
+      "percentile_value": 0.95,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.1,
+      "baseline_multiplier": 1.5,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 5,
+      "measure_threshold": 3.25,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "measure_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "notes": [
+      "default_facets=rare_target_concentration",
+      "template_selection_mode=rule",
+      "problem_index_within_template=1",
+      "sql_variant_index=1/2",
+      "binding_index=84"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 8,
+    "problem_index_within_template": 1,
+    "sql_variant_index": 1,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_ab04b27fa7f6abb1.sql",
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_ab04b27fa7f6abb1",
+    "api_calls": 0,
+    "input_tokens": 14185,
+    "cached_input_tokens": 13696,
+    "output_tokens": 2217,
+    "total_tokens": 16402,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 2,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 36893.93,
+    "sql_execution_elapsed_ms_total": 3848.63,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..917ebfdaf0579e00607906523001fb1982706c00
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/trace.jsonl
@@ -0,0 +1,2 @@
+{"timestamp": "2026-05-19T15:52:26.202514+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3270.31, "started_at": "2026-05-19T15:52:22.930513+00:00", "ended_at": "2026-05-19T15:52:26.200865+00:00", "prompt_metrics": {"chars": 6550, "bytes_utf8": 6550, "lines": 228, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40f0-2fb2-7a40-8ff3-100f6ec3fc2c\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
+{"timestamp": "2026-05-19T15:53:00.829405+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 33623.62, "started_at": "2026-05-19T15:52:27.204213+00:00", "ended_at": "2026-05-19T15:53:00.827893+00:00", "prompt_metrics": {"chars": 6550, "bytes_utf8": 6550, "lines": 228, "estimated_tokens": null}, "response_metrics": {"chars": 1904, "bytes_utf8": 1904, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14185, "cached_input_tokens": 13696, "output_tokens": 2217, "reasoning_output_tokens": 1552}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n  SELECT\\n    \\\"c4\\\" AS \\\"group_col\\\",\\n    CAST(\\\"s3\\\" AS REAL) AS \\\"measure_col\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"c4\\\"\\n      ORDER BY CAST(\\\"s3\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (\\n      PARTITION BY \\\"c4\\\"\\n    ) AS \\\"cnt\\\"\\n  FROM \\\"c10\\\"\\n  WHERE \\\"c4\\\" IS NOT NULL\\n    AND \\\"s3\\\" IS NOT NULL\\n),\\n\\\"positions\\\" AS (\\n  SELECT\\n    \\\"group_col\\\",\\n    \\\"cnt\\\",\\n    (1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS \\\"pos\\\",\\n    CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER) AS \\\"lower_rn\\\",\\n    CASE\\n      WHEN (1.0 + 0.95 * (\\\"cnt\\\" - 1)) = CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER)\\n        THEN CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER)\\n      ELSE CAST((1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS INTEGER) + 1\\n    END AS \\\"upper_rn\\\"\\n  FROM \\\"ordered\\\"\\n  GROUP BY \\\"group_col\\\", \\\"cnt\\\"\\n),\\n\\\"bounds\\\" AS (\\n  SELECT\\n    \\\"p\\\".\\\"group_col\\\",\\n    \\\"p\\\".\\\"pos\\\",\\n    \\\"p\\\".\\\"lower_rn\\\",\\n    \\\"p"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..cf0d8de7eaf3a4fbefb4ec77a89c5f68bc6963c1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c10",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c10_ab04b27fa7f6abb1",
+  "api_calls": 0,
+  "input_tokens": 14185,
+  "cached_input_tokens": 13696,
+  "output_tokens": 2217,
+  "total_tokens": 16402,
+  "cost_usd": 0.0,
+  "ai_cli_calls": 2,
+  "estimated_input_tokens": 0,
+  "estimated_output_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "ai_cli_json_usage",
+  "cli_elapsed_ms_total": 36893.93,
+  "sql_execution_elapsed_ms_total": 3848.63,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ab04b27fa7f6abb1/cli/conversation.jsonl",
+  "note": "Executed through a local AI CLI with structured usage metadata."
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..a15cabe23a8c2050e0de36a77cead5ddc47b9416
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6550, "bytes_utf8": 6550, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1801, "bytes_utf8": 1801, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14185, "cached_input_tokens": 13696, "output_tokens": 1138, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..d28ddc7b54c9fec3620d0d7226a5aeab4b38fccd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_acee7e0b08a6e910",
+    "api_calls": 0,
+    "input_tokens": 14185,
+    "cached_input_tokens": 13696,
+    "output_tokens": 1138,
+    "total_tokens": 15323,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 18048.48,
+    "sql_execution_elapsed_ms_total": 4434.67,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..0ea36f85feaa319d5771a33218e9c2dc0ee96873
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:59:18.169482+00:00",
+  "ended_at": "2026-05-19T15:59:36.217986+00:00",
+  "elapsed_ms": 18048.48,
+  "prompt_metrics": {
+    "chars": 6550,
+    "bytes_utf8": 6550,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 2419,
+    "bytes_utf8": 2419,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 1801,
+      "bytes_utf8": 1801,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14185,
+      "cached_input_tokens": 13696,
+      "output_tokens": 1138,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e3c5573582a526fd8bfd8d044ef347b5704dd440
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=s2, measure_col=s1.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "s2",
+    "measure_col": "s1",
+    "top_k": 15,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4363b513f313911fb70c19505df6799263af219b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f6-85bd-77a1-a647-f064ed3febbe"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n  SELECT\\n    \\\"s2\\\" AS \\\"group_col\\\",\\n    CAST(\\\"s1\\\" AS REAL) AS \\\"measure_col\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"s2\\\"\\n      ORDER BY CAST(\\\"s1\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (\\n      PARTITION BY \\\"s2\\\"\\n    ) AS \\\"cnt\\\"\\n  FROM \\\"c10\\\"\\n),\\n\\\"positions\\\" AS (\\n  SELECT DISTINCT\\n    \\\"group_col\\\",\\n    \\\"cnt\\\",\\n    (1.0 + 0.9 * (\\\"cnt\\\" - 1)) AS \\\"pos\\\",\\n    CAST((1.0 + 0.9 * (\\\"cnt\\\" - 1)) AS INTEGER) AS \\\"lower_rn\\\",\\n    CASE\\n      WHEN CAST((1.0 + 0.9 * (\\\"cnt\\\" - 1)) AS INTEGER) < (1.0 + 0.9 * (\\\"cnt\\\" - 1))\\n        THEN CAST((1.0 + 0.9 * (\\\"cnt\\\" - 1)) AS INTEGER) + 1\\n      ELSE CAST((1.0 + 0.9 * (\\\"cnt\\\" - 1)) AS INTEGER)\\n    END AS \\\"upper_rn\\\"\\n  FROM \\\"ordered\\\"\\n),\\n\\\"bounds\\\" AS (\\n  SELECT\\n    p.\\\"group_col\\\",\\n    p.\\\"pos\\\",\\n    p.\\\"lower_rn\\\",\\n    p.\\\"upper_rn\\\",\\n    MAX(CASE WHEN o.\\\"rn\\\" = p.\\\"lower_rn\\\" THEN o.\\\"measure_col\\\" END) AS \\\"lower_val\\\",\\n    MAX(CASE WHEN o.\\\"rn\\\" = p.\\\"upper_rn\\\" THEN o.\\\"measure_col\\\" END) AS \\\"upper_val\\\"\\n  FROM \\\"positions\\\" p\\n  JOIN \\\"ordered\\\" o\\n    ON o.\\\"group_col\\\" = p.\\\"group_col\\\"\\n  GROUP BY\\n    p.\\\"group_col\\\",\\n    p.\\\"pos\\\",\\n    p.\\\"lower_rn\\\",\\n    p.\\\"upper_rn\\\"\\n)\\nSELECT\\n  \\\"group_col\\\" AS \\\"s2\\\",\\n  CASE\\n    WHEN \\\"lower_rn\\\" = \\\"upper_rn\\\" THEN \\\"lower_val\\\"\\n    ELSE \\\"lower_val\\\" + (\\\"pos\\\" - \\\"lower_rn\\\") * (\\\"upper_val\\\" - \\\"lower_val\\\")\\n  END AS \\\"percentile_measure\\\"\\nFROM \\\"bounds\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this query emulates the 0.9 percentile for each \\\"s2\\\" group using window functions and linear interpolation over CAST(\\\"s1\\\" AS REAL), preserving the intended Grouped Percentile Point behavior.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14185,"cached_input_tokens":13696,"output_tokens":1138,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2f037920ba4c250a6d64fef12f4ee19963d1acce
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ordered\" AS (\n  SELECT\n    \"s2\" AS \"group_col\",\n    CAST(\"s1\" AS REAL) AS \"measure_col\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"s2\"\n      ORDER BY CAST(\"s1\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (\n      PARTITION BY \"s2\"\n    ) AS \"cnt\"\n  FROM \"c10\"\n),\n\"positions\" AS (\n  SELECT DISTINCT\n    \"group_col\",\n    \"cnt\",\n    (1.0 + 0.9 * (\"cnt\" - 1)) AS \"pos\",\n    CAST((1.0 + 0.9 * (\"cnt\" - 1)) AS INTEGER) AS \"lower_rn\",\n    CASE\n      WHEN CAST((1.0 + 0.9 * (\"cnt\" - 1)) AS INTEGER) < (1.0 + 0.9 * (\"cnt\" - 1))\n        THEN CAST((1.0 + 0.9 * (\"cnt\" - 1)) AS INTEGER) + 1\n      ELSE CAST((1.0 + 0.9 * (\"cnt\" - 1)) AS INTEGER)\n    END AS \"upper_rn\"\n  FROM \"ordered\"\n),\n\"bounds\" AS (\n  SELECT\n    p.\"group_col\",\n    p.\"pos\",\n    p.\"lower_rn\",\n    p.\"upper_rn\",\n    MAX(CASE WHEN o.\"rn\" = p.\"lower_rn\" THEN o.\"measure_col\" END) AS \"lower_val\",\n    MAX(CASE WHEN o.\"rn\" = p.\"upper_rn\" THEN o.\"measure_col\" END) AS \"upper_val\"\n  FROM \"positions\" p\n  JOIN \"ordered\" o\n    ON o.\"group_col\" = p.\"group_col\"\n  GROUP BY\n    p.\"group_col\",\n    p.\"pos\",\n    p.\"lower_rn\",\n    p.\"upper_rn\"\n)\nSELECT\n  \"group_col\" AS \"s2\",\n  CASE\n    WHEN \"lower_rn\" = \"upper_rn\" THEN \"lower_val\"\n    ELSE \"lower_val\" + (\"pos\" - \"lower_rn\") * (\"upper_val\" - \"lower_val\")\n  END AS \"percentile_measure\"\nFROM \"bounds\"\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite does not support PERCENTILE_CONT, so this query emulates the 0.9 percentile for each \"s2\" group using window functions and linear interpolation over CAST(\"s1\" AS REAL), preserving the intended Grouped Percentile Point behavior."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_acee7e0b08a6e910/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c8bb92849824fb1dd457b88f193a53ff9614c26e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/conversation.jsonl
@@ -0,0 +1,4 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6550, "bytes_utf8": 6550, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "}
+{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 6550, "bytes_utf8": 6550, "lines": 228, "estimated_tokens": null}}
+{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 1717, "bytes_utf8": 1717, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14185, "cached_input_tokens": 12032, "output_tokens": 2969, "reasoning_output_tokens": 2367}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..024a4fdd5549d6948f4f835e19f0ea43f0aa171e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 2,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_b06c6844eaa06a7e",
+    "api_calls": 0,
+    "input_tokens": 14185,
+    "cached_input_tokens": 12032,
+    "output_tokens": 2969,
+    "total_tokens": 17154,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 2,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 48741.57,
+    "sql_execution_elapsed_ms_total": 4136.58,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..66607efd3a07b62866ca9526258e0797aaa2f3f6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:01:24.244973+00:00",
+  "ended_at": "2026-05-19T16:01:27.476713+00:00",
+  "elapsed_ms": 3231.72,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6550,
+    "bytes_utf8": 6550,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..5c78b73d3db01396e21df62c0939e91ec3cb10db
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:01:28.478745+00:00",
+  "ended_at": "2026-05-19T16:02:13.988637+00:00",
+  "elapsed_ms": 45509.85,
+  "prompt_metrics": {
+    "chars": 6550,
+    "bytes_utf8": 6550,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 2346,
+    "bytes_utf8": 2346,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 1717,
+      "bytes_utf8": 1717,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14185,
+      "cached_input_tokens": 12032,
+      "output_tokens": 2969,
+      "reasoning_output_tokens": 2367
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a6f341a7091f7b91262533b1374747bd190372cc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=s3, measure_col=s2.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "s3",
+    "measure_col": "s2",
+    "top_k": 17,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a6f341a7091f7b91262533b1374747bd190372cc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=s3, measure_col=s2.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "s3",
+    "measure_col": "s2",
+    "top_k": 17,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5ba31d2070d127478c80dc5664f73b91cf50cefc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f8-720c-7812-8447-ca0f31aafa2b"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..98d154c8dd163fe80d78a1475e28c9e61e4d491f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f8-720c-7812-8447-ca0f31aafa2b"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..91c780c5c08f015c42e17afd7bf9189ad6b0982a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f8-82b5-7841-acf7-4d44a3111994"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n  SELECT\\n    \\\"s3\\\",\\n    CAST(\\\"s2\\\" AS REAL) AS \\\"measure_value\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"s3\\\"\\n      ORDER BY CAST(\\\"s2\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (\\n      PARTITION BY \\\"s3\\\"\\n    ) AS \\\"cnt\\\"\\n  FROM \\\"c10\\\"\\n  WHERE \\\"s3\\\" IS NOT NULL\\n    AND \\\"s2\\\" IS NOT NULL\\n),\\n\\\"group_params\\\" AS (\\n  SELECT\\n    \\\"s3\\\",\\n    1.0 + 0.9 * (MAX(\\\"cnt\\\") - 1) AS \\\"pos\\\",\\n    CAST(1.0 + 0.9 * (MAX(\\\"cnt\\\") - 1) AS INTEGER) AS \\\"lo_rn\\\"\\n  FROM \\\"ordered\\\"\\n  GROUP BY \\\"s3\\\"\\n),\\n\\\"picked\\\" AS (\\n  SELECT\\n    gp.\\\"s3\\\",\\n    gp.\\\"pos\\\",\\n    gp.\\\"lo_rn\\\",\\n    CASE\\n      WHEN ABS(gp.\\\"pos\\\" - gp.\\\"lo_rn\\\") < 1e-12 THEN gp.\\\"lo_rn\\\"\\n      ELSE gp.\\\"lo_rn\\\" + 1\\n    END AS \\\"hi_rn\\\",\\n    MAX(CASE WHEN o.\\\"rn\\\" = gp.\\\"lo_rn\\\" THEN o.\\\"measure_value\\\" END) AS \\\"lo_val\\\",\\n    MAX(\\n      CASE\\n        WHEN o.\\\"rn\\\" = CASE\\n          WHEN ABS(gp.\\\"pos\\\" - gp.\\\"lo_rn\\\") < 1e-12 THEN gp.\\\"lo_rn\\\"\\n          ELSE gp.\\\"lo_rn\\\" + 1\\n        END THEN o.\\\"measure_value\\\"\\n      END\\n    ) AS \\\"hi_val\\\"\\n  FROM \\\"group_params\\\" AS gp\\n  JOIN \\\"ordered\\\" AS o\\n    ON o.\\\"s3\\\" = gp.\\\"s3\\\"\\n  GROUP BY\\n    gp.\\\"s3\\\",\\n    gp.\\\"pos\\\",\\n    gp.\\\"lo_rn\\\"\\n)\\nSELECT\\n  \\\"s3\\\",\\n  CASE\\n    WHEN \\\"lo_rn\\\" = \\\"hi_rn\\\" THEN \\\"lo_val\\\"\\n    ELSE \\\"lo_val\\\" + (\\\"pos\\\" - \\\"lo_rn\\\") * (\\\"hi_val\\\" - \\\"lo_val\\\")\\n  END AS \\\"percentile_measure\\\"\\nFROM \\\"picked\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite-compatible emulation of the grouped 90th percentile for \\\"s2\\\" within each \\\"s3\\\" group using window functions and linear interpolation, because SQLite does not support PERCENTILE_CONT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14185,"cached_input_tokens":12032,"output_tokens":2969,"reasoning_output_tokens":2367}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2284c02973ead3cf330eea8c6d0bb2f5240cd7f9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_response_attempt_2.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ordered\" AS (\n  SELECT\n    \"s3\",\n    CAST(\"s2\" AS REAL) AS \"measure_value\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"s3\"\n      ORDER BY CAST(\"s2\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (\n      PARTITION BY \"s3\"\n    ) AS \"cnt\"\n  FROM \"c10\"\n  WHERE \"s3\" IS NOT NULL\n    AND \"s2\" IS NOT NULL\n),\n\"group_params\" AS (\n  SELECT\n    \"s3\",\n    1.0 + 0.9 * (MAX(\"cnt\") - 1) AS \"pos\",\n    CAST(1.0 + 0.9 * (MAX(\"cnt\") - 1) AS INTEGER) AS \"lo_rn\"\n  FROM \"ordered\"\n  GROUP BY \"s3\"\n),\n\"picked\" AS (\n  SELECT\n    gp.\"s3\",\n    gp.\"pos\",\n    gp.\"lo_rn\",\n    CASE\n      WHEN ABS(gp.\"pos\" - gp.\"lo_rn\") < 1e-12 THEN gp.\"lo_rn\"\n      ELSE gp.\"lo_rn\" + 1\n    END AS \"hi_rn\",\n    MAX(CASE WHEN o.\"rn\" = gp.\"lo_rn\" THEN o.\"measure_value\" END) AS \"lo_val\",\n    MAX(\n      CASE\n        WHEN o.\"rn\" = CASE\n          WHEN ABS(gp.\"pos\" - gp.\"lo_rn\") < 1e-12 THEN gp.\"lo_rn\"\n          ELSE gp.\"lo_rn\" + 1\n        END THEN o.\"measure_value\"\n      END\n    ) AS \"hi_val\"\n  FROM \"group_params\" AS gp\n  JOIN \"ordered\" AS o\n    ON o.\"s3\" = gp.\"s3\"\n  GROUP BY\n    gp.\"s3\",\n    gp.\"pos\",\n    gp.\"lo_rn\"\n)\nSELECT\n  \"s3\",\n  CASE\n    WHEN \"lo_rn\" = \"hi_rn\" THEN \"lo_val\"\n    ELSE \"lo_val\" + (\"pos\" - \"lo_rn\") * (\"hi_val\" - \"lo_val\")\n  END AS \"percentile_measure\"\nFROM \"picked\"\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite-compatible emulation of the grouped 90th percentile for \"s2\" within each \"s3\" group using window functions and linear interpolation, because SQLite does not support PERCENTILE_CONT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b06c6844eaa06a7e/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ad72dffde0138c3080068784c6010d4cee82ecc2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6926, "bytes_utf8": 6926, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 602, "bytes_utf8": 602, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14285, "cached_input_tokens": 13696, "output_tokens": 466, "reasoning_output_tokens": 294}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..924b51df318d6d61c5476184f15045b0181d5392
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_b0c331e4e07d5956",
+    "api_calls": 0,
+    "input_tokens": 14285,
+    "cached_input_tokens": 13696,
+    "output_tokens": 466,
+    "total_tokens": 14751,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 11273.84,
+    "sql_execution_elapsed_ms_total": 502.27,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..3124877bfc79def33ac459cb62e71f5837e79a2e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:50:18.190664+00:00",
+  "ended_at": "2026-05-19T15:50:29.464541+00:00",
+  "elapsed_ms": 11273.84,
+  "prompt_metrics": {
+    "chars": 6926,
+    "bytes_utf8": 6926,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 973,
+    "bytes_utf8": 973,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 602,
+      "bytes_utf8": 602,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14285,
+      "cached_input_tokens": 13696,
+      "output_tokens": 466,
+      "reasoning_output_tokens": 294
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1b91904d7ddc61232df256d7ad6fe16a8f06ffa7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ee-4853-70f0-a205-9281c4ccdf7a"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT \\\"s1\\\", SUM(CAST(\\\"c4\\\" AS REAL)) AS group_value\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"s1\\\"\\n), total AS (\\n    SELECT SUM(group_value) AS total_value\\n    FROM grouped\\n)\\nSELECT g.\\\"s1\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.1\\nORDER BY g.group_value DESC;\",\"notes\":\"Applied the requested Relative-to-Total Extreme Threshold template with group_col=\\\"s1\\\" and measure_col=\\\"c4\\\". CAST(\\\"c4\\\" AS REAL) is used because the SQLite schema stores it as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14285,"cached_input_tokens":13696,"output_tokens":466,"reasoning_output_tokens":294}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..cccd2d8c51b2c711695ba63dad09c1403f3820d5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n    SELECT \"s1\", SUM(CAST(\"c4\" AS REAL)) AS group_value\n    FROM \"c10\"\n    GROUP BY \"s1\"\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.\"s1\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.1\nORDER BY g.group_value DESC;","notes":"Applied the requested Relative-to-Total Extreme Threshold template with group_col=\"s1\" and measure_col=\"c4\". CAST(\"c4\" AS REAL) is used because the SQLite schema stores it as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b0c331e4e07d5956/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2e0c2bee4b63802035601ebb48de61a9373ff034
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/conversation.jsonl
@@ -0,0 +1,4 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6320, "bytes_utf8": 6320, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "}
+{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 6320, "bytes_utf8": 6320, "lines": 226, "estimated_tokens": null}}
+{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 339, "bytes_utf8": 339, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14137, "cached_input_tokens": 12032, "output_tokens": 307, "reasoning_output_tokens": 201}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..c5de22d01d28aa68a983f37c035944f26c84eb44
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 2,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_b2c5568e0628177b",
+    "api_calls": 0,
+    "input_tokens": 14137,
+    "cached_input_tokens": 12032,
+    "output_tokens": 307,
+    "total_tokens": 14444,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 2,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 14465.16,
+    "sql_execution_elapsed_ms_total": 108.11,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ffbe9b32aa7f1f65dbfea43a55cae1c5d89daee2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:07:22.069336+00:00",
+  "ended_at": "2026-05-19T16:07:27.113490+00:00",
+  "elapsed_ms": 5044.12,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6320,
+    "bytes_utf8": 6320,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..05aaaa54f781f76343ff237d5b4564912f22738c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:07:28.115200+00:00",
+  "ended_at": "2026-05-19T16:07:37.536282+00:00",
+  "elapsed_ms": 9421.04,
+  "prompt_metrics": {
+    "chars": 6320,
+    "bytes_utf8": 6320,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 687,
+    "bytes_utf8": 687,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 339,
+      "bytes_utf8": 339,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14137,
+      "cached_input_tokens": 12032,
+      "output_tokens": 307,
+      "reasoning_output_tokens": 201
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e26302f09f80955c8bfb92d397071c510ad6803f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_threshold_rarity_cdf",
+    "template_name": "Threshold Rarity CDF",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=s3.",
+  "planned_template_id": "tpl_threshold_rarity_cdf",
+  "bindings": {
+    "measure_col": "s3",
+    "top_k": 14,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e26302f09f80955c8bfb92d397071c510ad6803f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_threshold_rarity_cdf",
+    "template_name": "Threshold Rarity CDF",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=s3.",
+  "planned_template_id": "tpl_threshold_rarity_cdf",
+  "bindings": {
+    "measure_col": "s3",
+    "top_k": 14,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b42b0a0eb8ba1be1216be8efe6da879112afee0e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-e7e5-70d2-8146-63d0a9051318"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a45130b7036d20288da7215bf4f011e710c9d4f2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-e7e5-70d2-8146-63d0a9051318"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..485369061236ab7a80acd22bfc3247d54e97a8ab
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-ff66-7e30-aa8e-640c400493e3"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_threshold_rarity_cdf\\nSELECT AVG(CASE WHEN CAST(\\\"s3\\\" AS REAL) <= 3.25 THEN 1 ELSE 0 END) AS \\\"empirical_cdf_at_threshold\\\"\\nFROM \\\"c10\\\";\",\"notes\":\"Applied the Threshold Rarity CDF template with measure_col bound to \\\"s3\\\" and threshold 3.25. Cast \\\"s3\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14137,"cached_input_tokens":12032,"output_tokens":307,"reasoning_output_tokens":201}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6c8fdb83777060d9691b56995890e6e7cee8ab96
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_response_attempt_2.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_threshold_rarity_cdf\nSELECT AVG(CASE WHEN CAST(\"s3\" AS REAL) <= 3.25 THEN 1 ELSE 0 END) AS \"empirical_cdf_at_threshold\"\nFROM \"c10\";","notes":"Applied the Threshold Rarity CDF template with measure_col bound to \"s3\" and threshold 3.25. Cast \"s3\" to REAL because the SQLite schema stores it as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b2c5568e0628177b/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b5b0c0ce281e4b72/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b5b0c0ce281e4b72/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..37f2b0c642269557d0d4b540f069a07d3a479306
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b5b0c0ce281e4b72/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=c3, measure_col=c4.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "c3",
+    "measure_col": "c4",
+    "item_col": "s4",
+    "top_k": 12,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b8214abeaf7efcde/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b8214abeaf7efcde/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1fbc9d2499d5e7bfea720dbe57efc7964bcceee4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b8214abeaf7efcde/final_answer.txt
@@ -0,0 +1 @@
+{"row_count": null, "preview_rows": [{"value_label": "3", "support": 79480, "support_share": 0.07754070691993249, "support_rank": 1}, {"value_label": "2", "support": 79379, "support_share": 0.0774421712958898, "support_rank": 2}, {"value_label": "4", "support": 79200, "support_share": 0.07726753885327949, "support_rank": 3}, {"value_label": "9", "support": 79200, "support_share": 0.07726753885327949, "support_rank": 4}, {"value_label": "8", "support": 79040, "support_share": 0.07711144281519204, "support_rank": 5}]}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b8214abeaf7efcde/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b8214abeaf7efcde/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..8522fddfac436165ec2d9096c20e443925e5cc0f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b8214abeaf7efcde/generated_sql.sql
@@ -0,0 +1,25 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: cardinality_structure
+-- canonical_subitem_id: support_rank_profile_consistency
+-- intended_facet_id: value_imbalance_profile
+-- variant_semantic_role: count_distribution
+-- template_id: tpl_cardinality_support_rank_profile
+-- query_record_id: v2q_c10_b8214abeaf7efcde
+-- problem_id: v2p_c10_cbcef900706065ef
+-- realization_mode: deterministic
+-- source_kind: deterministic
+WITH grouped AS (
+    SELECT "c5" AS value_label, COUNT(*) AS support
+    FROM "c10"
+    GROUP BY "c5"
+)
+SELECT
+    value_label,
+    support,
+    CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,
+    ROW_NUMBER() OVER (ORDER BY support DESC, value_label) AS support_rank
+FROM grouped
+ORDER BY support DESC, value_label;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b8214abeaf7efcde/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b8214abeaf7efcde/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6afec24b06e7657d344505b4b82da2030091aa51
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b8214abeaf7efcde/query_results.jsonl
@@ -0,0 +1 @@
+{"node_name": "v2_template", "tool_name": "sqlite_query", "query": "-- sql_source_version: v2\n-- sql_source_label: v2_current\n-- sql_source_run_id: v2_cli_20260502_081223_a\n-- sql_source_dataset_id: c10\n-- family_id: cardinality_structure\n-- canonical_subitem_id: support_rank_profile_consistency\n-- intended_facet_id: value_imbalance_profile\n-- variant_semantic_role: count_distribution\n-- template_id: tpl_cardinality_support_rank_profile\n-- query_record_id: v2q_c10_b8214abeaf7efcde\n-- problem_id: v2p_c10_cbcef900706065ef\n-- realization_mode: deterministic\n-- source_kind: deterministic\nWITH grouped AS (\n    SELECT \"c5\" AS value_label, COUNT(*) AS support\n    FROM \"c10\"\n    GROUP BY \"c5\"\n)\nSELECT\n    value_label,\n    support,\n    CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,\n    ROW_NUMBER() OVER (ORDER BY support DESC, value_label) AS support_rank\nFROM grouped\nORDER BY support DESC, value_label;", "result": "{\"query\": \"-- sql_source_version: v2\\n-- sql_source_label: v2_current\\n-- sql_source_run_id: v2_cli_20260502_081223_a\\n-- sql_source_dataset_id: c10\\n-- family_id: cardinality_structure\\n-- canonical_subitem_id: support_rank_profile_consistency\\n-- intended_facet_id: value_imbalance_profile\\n-- variant_semantic_role: count_distribution\\n-- template_id: tpl_cardinality_support_rank_profile\\n-- query_record_id: v2q_c10_b8214abeaf7efcde\\n-- problem_id: v2p_c10_cbcef900706065ef\\n-- realization_mode: deterministic\\n-- source_kind: deterministic\\nWITH grouped AS (\\n    SELECT \\\"c5\\\" AS value_label, COUNT(*) AS support\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"c5\\\"\\n)\\nSELECT\\n    value_label,\\n    support,\\n    CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,\\n    ROW_NUMBER() OVER (ORDER BY support DESC, value_label) AS support_rank\\nFROM grouped\\nORDER BY support DESC, value_label;\", \"columns\": [\"value_label\", \"support\", \"support_share\", \"support_rank\"], \"rows\": [{\"value_label\": \"3\", \"support\": 79480, \"support_share\": 0.07754070691993249, \"support_rank\": 1}, {\"value_label\": \"2\", \"support\": 79379, \"support_share\": 0.0774421712958898, \"support_rank\": 2}, {\"value_label\": \"4\", \"support\": 79200, \"support_share\": 0.07726753885327949, \"support_rank\": 3}, {\"value_label\": \"9\", \"support\": 79200, \"support_share\": 0.07726753885327949, \"support_rank\": 4}, {\"value_label\": \"8\", \"support\": 79040, \"support_share\": 0.07711144281519204, \"support_rank\": 5}, {\"value_label\": \"10\", \"support\": 78924, \"support_share\": 0.07699827318757865, \"support_rank\": 6}, {\"value_label\": \"5\", \"support\": 78787, \"support_share\": 0.0768646159549663, \"support_rank\": 7}, {\"value_label\": \"6\", \"support\": 78761, \"support_share\": 0.07683925034877709, \"support_rank\": 8}, {\"value_label\": \"1\", \"support\": 78707, \"support_share\": 0.07678656793592258, \"support_rank\": 9}, {\"value_label\": \"7\", \"support\": 78515, \"support_share\": 0.07659925269021765, \"support_rank\": 10}, {\"value_label\": \"13\", \"support\": 78479, \"support_share\": 0.07656413108164799, \"support_rank\": 11}, {\"value_label\": \"12\", \"support\": 78303, \"support_share\": 0.0763924254397518, \"support_rank\": 12}, {\"value_label\": \"11\", \"support\": 78235, \"support_share\": 0.07632608462356465, \"support_rank\": 13}], \"row_count_returned\": 13, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 506.69}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b8214abeaf7efcde/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b8214abeaf7efcde/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..e30ab87ace97630716f3418a01a5f899ff7ff33a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b8214abeaf7efcde/run_manifest.json
@@ -0,0 +1,57 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T16:12:47.819957+00:00",
+  "ended_at": "2026-05-19T16:12:48.328005+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_b8214abeaf7efcde",
+    "problem_id": "v2p_c10_cbcef900706065ef",
+    "dataset_id": "c10",
+    "template_id": "tpl_cardinality_support_rank_profile",
+    "template_name": "Cardinality Support Rank Profile",
+    "family_id": "cardinality_structure",
+    "canonical_subitem_id": "support_rank_profile_consistency",
+    "intended_facet_id": "value_imbalance_profile",
+    "variant_semantic_role": "count_distribution",
+    "subitem_assignment_source": "template_fixed",
+    "source_kind": "deterministic",
+    "realization_mode": "deterministic",
+    "gate_priority": "deterministic",
+    "extended_family": true,
+    "question": "Use template Cardinality Support Rank Profile to probe support_rank_profile_consistency with semantic role count_distribution. Focus on group_col=c5.",
+    "bindings": {
+      "group_col": "c5"
+    },
+    "binding_roles": [
+      "group_col"
+    ],
+    "coverage_target_min": "enumerate_all_applicable",
+    "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col} AS value_label, COUNT(*) AS support\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT\n    value_label,\n    support,\n    CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,\n    ROW_NUMBER() OVER (ORDER BY support DESC, value_label) AS support_rank\nFROM grouped\nORDER BY support DESC, value_label;",
+    "notes": [
+      "default_facets=support_concentration,value_imbalance_profile",
+      "template_selection_mode=deterministic",
+      "problem_index_within_template=10",
+      "sql_variant_index=1/1"
+    ],
+    "template_selection_mode": "deterministic",
+    "selected_template_rank": 0,
+    "problem_index_within_template": 10,
+    "sql_variant_index": 1,
+    "sql_variant_total": 1
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_b8214abeaf7efcde.sql",
+  "usage_summary": {
+    "engine": "template",
+    "input_tokens": 0,
+    "cached_input_tokens": 0,
+    "output_tokens": 0,
+    "total_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "none"
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b8214abeaf7efcde/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b8214abeaf7efcde/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..96c9ff4feec395919fc26411d18d078b8af6e1c7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b8214abeaf7efcde/usage_summary.json
@@ -0,0 +1,9 @@
+{
+  "engine": "template",
+  "input_tokens": 0,
+  "cached_input_tokens": 0,
+  "output_tokens": 0,
+  "total_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "none"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..4ed38f0ea22b7153a0e0f371ec510f008b284592
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:01:17.145143+00:00",
+  "ended_at": "2026-05-19T16:01:20.142572+00:00",
+  "elapsed_ms": 2997.4,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6550,
+    "bytes_utf8": 6550,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..a092036c44a6b4e1ac21c221ff3bb1751955ee03
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:01:21.144373+00:00",
+  "ended_at": "2026-05-19T16:01:24.228776+00:00",
+  "elapsed_ms": 3084.37,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6550,
+    "bytes_utf8": 6550,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1cd47b4f3905b69e7df42dd367b50795a5a597aa
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=s3, measure_col=s2.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "s3",
+    "measure_col": "s2",
+    "top_k": 12,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1cd47b4f3905b69e7df42dd367b50795a5a597aa
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=s3, measure_col=s2.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "s3",
+    "measure_col": "s2",
+    "top_k": 12,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7ba74ce94d3c78463480d4a8081f0bfcb38b6587
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f8-5677-7593-bc52-fc2f47247836"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1687c98b571d45ecb312d3b98c40819ea67dbf73
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f8-5677-7593-bc52-fc2f47247836"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..daf3ecd64e0700410c0a3c9bb74e68f32f73750f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f8-6621-7ea3-b905-954ac4c08ac1"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e68a2323c57af8773783211f506e90f238a6659
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f8-6621-7ea3-b905-954ac4c08ac1"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_b9d05456b6298989/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cb4dfd3d19b58d8dddb1a3337bc906ef45d0658e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6372, "bytes_utf8": 6372, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 362, "bytes_utf8": 362, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14147, "cached_input_tokens": 13696, "output_tokens": 339, "reasoning_output_tokens": 233}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..29a352cf2a9b9386ba5abd5bc4b8ba663f5b43a6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_ba8cf43a42128a91",
+    "api_calls": 0,
+    "input_tokens": 14147,
+    "cached_input_tokens": 13696,
+    "output_tokens": 339,
+    "total_tokens": 14486,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 20714.19,
+    "sql_execution_elapsed_ms_total": 451.78,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..36c12791e1b5f653bba99b7a546a89d2d39b945b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:30:05.064738+00:00",
+  "ended_at": "2026-05-19T15:30:25.778968+00:00",
+  "elapsed_ms": 20714.19,
+  "prompt_metrics": {
+    "chars": 6372,
+    "bytes_utf8": 6372,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 2051,
+    "bytes_utf8": 2051,
+    "lines": 8,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 362,
+      "bytes_utf8": 362,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14147,
+      "cached_input_tokens": 13696,
+      "output_tokens": 339,
+      "reasoning_output_tokens": 233
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..df6cc0197ce9d800cc5b038a61232b4b6ba9fccd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=s3, measure_col=s3.",
+  "planned_template_id": "tpl_h2o_group_sum",
+  "bindings": {
+    "group_col": "s3",
+    "measure_col": "s3",
+    "top_k": 19,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..60f0df4829170382af9040d86be620f570f61ee7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,8 @@
+{"type":"thread.started","thread_id":"019e40db-c595-7961-bf08-221b689c3198"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1994550, Requested 14782. Please try again in 279ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1989844, Requested 14782. Please try again in 138ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 4/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1987311, Requested 14782. Please try again in 62ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 5/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1999345, Requested 14782. Please try again in 423ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"s3\\\", SUM(CAST(\\\"s3\\\" AS INTEGER)) AS total_measure\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s3\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the required Grouped Numeric Sum template with group_col=\\\"s3\\\" and measure_col=\\\"s3\\\". Cast \\\"s3\\\" to INTEGER because the schema stores numeric-discrete fields as TEXT in SQLite.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14147,"cached_input_tokens":13696,"output_tokens":339,"reasoning_output_tokens":233}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..036211c0544eaf716a3f9167f54721072a7125d2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_h2o_group_sum.\nSELECT \"s3\", SUM(CAST(\"s3\" AS INTEGER)) AS total_measure\nFROM \"c10\"\nGROUP BY \"s3\"\nORDER BY total_measure DESC;","notes":"Used the required Grouped Numeric Sum template with group_col=\"s3\" and measure_col=\"s3\". Cast \"s3\" to INTEGER because the schema stores numeric-discrete fields as TEXT in SQLite."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ba8cf43a42128a91/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..79ad6676d5828f8ea743dfee2a1fc4625308f048
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6772, "bytes_utf8": 6772, "lines": 230, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 524, "bytes_utf8": 524, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14264, "cached_input_tokens": 12032, "output_tokens": 679, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..e78158a9e9ed70132afc3cae218a194e083803f0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_bb8f5a980d1c2414",
+    "api_calls": 0,
+    "input_tokens": 14264,
+    "cached_input_tokens": 12032,
+    "output_tokens": 679,
+    "total_tokens": 14943,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 12539.02,
+    "sql_execution_elapsed_ms_total": 961.86,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..0472e38bbd96e30967d2bd6644a4424b9eef6745
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:39:19.099401+00:00",
+  "ended_at": "2026-05-19T15:39:31.638448+00:00",
+  "elapsed_ms": 12539.02,
+  "prompt_metrics": {
+    "chars": 6772,
+    "bytes_utf8": 6772,
+    "lines": 230,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 908,
+    "bytes_utf8": 908,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 524,
+      "bytes_utf8": 524,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14264,
+      "cached_input_tokens": 12032,
+      "output_tokens": 679,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fbb330f4885beabe3a97c2d492f96a7350106457
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=c5, measure_col=c1.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "c5",
+    "measure_col": "c1",
+    "item_col": "class",
+    "top_k": 11,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 9.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..133a80fde303b7f785bf07b8e90c9e369c2bb5eb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e4-39b3-7801-bb6b-40f26469a6ff"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"c5\\\", \\\"class\\\",\\n       SUM(CAST(\\\"c1\\\" AS REAL)) AS total_measure,\\n       SUM(CAST(\\\"c1\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"c1\\\" AS REAL))) OVER (PARTITION BY \\\"c5\\\") AS share_within_group\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c5\\\", \\\"class\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the provided Within-Group Share of Total template with group_col=\\\"c5\\\", item_col=\\\"class\\\", and measure_col=\\\"c1\\\". CAST is applied because the schema stores \\\"c1\\\" as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14264,"cached_input_tokens":12032,"output_tokens":679,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c3044024c2fc1bd608e68b34749e8b77a3e7c628
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"c5\", \"class\",\n       SUM(CAST(\"c1\" AS REAL)) AS total_measure,\n       SUM(CAST(\"c1\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"c1\" AS REAL))) OVER (PARTITION BY \"c5\") AS share_within_group\nFROM \"c10\"\nGROUP BY \"c5\", \"class\"\nORDER BY share_within_group DESC;","notes":"Used the provided Within-Group Share of Total template with group_col=\"c5\", item_col=\"class\", and measure_col=\"c1\". CAST is applied because the schema stores \"c1\" as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bb8f5a980d1c2414/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..79827d2a5e00d793cdd3112e4d255fad40ece032
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6380, "bytes_utf8": 6380, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 311, "bytes_utf8": 311, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14156, "cached_input_tokens": 12032, "output_tokens": 178, "reasoning_output_tokens": 88}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed55b7baa86c1f641f618ccff2bbde95b69f0a37
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_bdcb3d3f268ec55f",
+    "api_calls": 0,
+    "input_tokens": 14156,
+    "cached_input_tokens": 12032,
+    "output_tokens": 178,
+    "total_tokens": 14334,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 10106.4,
+    "sql_execution_elapsed_ms_total": 397.37,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..1ff2e4f0273772260a2767f6196206f2313ef773
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:08:06.535662+00:00",
+  "ended_at": "2026-05-19T16:08:16.642093+00:00",
+  "elapsed_ms": 10106.4,
+  "prompt_metrics": {
+    "chars": 6380,
+    "bytes_utf8": 6380,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 667,
+    "bytes_utf8": 667,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 311,
+      "bytes_utf8": 311,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14156,
+      "cached_input_tokens": 12032,
+      "output_tokens": 178,
+      "reasoning_output_tokens": 88
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e2762d3a97e7f3ca4caa002c2f02edbd7eb43459
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=class.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "class",
+    "top_k": 15,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b46421a7057be4b7c549b06c33294622aafbe054
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-9585-7963-a978-92c3905e3149"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n    \\\"class\\\",\\n    COUNT(*) AS support\\nFROM \\\"c10\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY support ASC, \\\"class\\\"\\nLIMIT 15;\",\"notes\":\"Uses the planned Low-Support Group Count template with group_col bound to \\\"class\\\" on the single table \\\"c10\\\".\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14156,"cached_input_tokens":12032,"output_tokens":178,"reasoning_output_tokens":88}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4ab06199b37b0457179c911100fd86aff3984fa2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n    \"class\",\n    COUNT(*) AS support\nFROM \"c10\"\nGROUP BY \"class\"\nORDER BY support ASC, \"class\"\nLIMIT 15;","notes":"Uses the planned Low-Support Group Count template with group_col bound to \"class\" on the single table \"c10\"."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bdcb3d3f268ec55f/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..55d29f7cbf3673a10eac4b0ea4bcc92ef5eb4cb3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6371, "bytes_utf8": 6371, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 351, "bytes_utf8": 351, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14147, "cached_input_tokens": 12032, "output_tokens": 476, "reasoning_output_tokens": 375}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..4c6f030d1eeef7c09c0a03ffd215d1677d5eb515
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_be136feed7ec761a",
+    "api_calls": 0,
+    "input_tokens": 14147,
+    "cached_input_tokens": 12032,
+    "output_tokens": 476,
+    "total_tokens": 14623,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 11203.42,
+    "sql_execution_elapsed_ms_total": 436.85,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..38ce161c64fba6ac0c29fb1cdb76caf0c0f9cd20
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:30:49.771199+00:00",
+  "ended_at": "2026-05-19T15:31:00.974646+00:00",
+  "elapsed_ms": 11203.42,
+  "prompt_metrics": {
+    "chars": 6371,
+    "bytes_utf8": 6371,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 705,
+    "bytes_utf8": 705,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 351,
+      "bytes_utf8": 351,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14147,
+      "cached_input_tokens": 12032,
+      "output_tokens": 476,
+      "reasoning_output_tokens": 375
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a8ac280e12a63f082fadce9d086d6336769c55e3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=s4, measure_col=s4.",
+  "planned_template_id": "tpl_h2o_group_sum",
+  "bindings": {
+    "group_col": "s4",
+    "measure_col": "s4",
+    "top_k": 11,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b8db4d86865563bc352d3d5aebe03a9bbccf96b5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40dc-741b-77c3-a76e-6d9d1d419b9a"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"s4\\\", SUM(CAST(\\\"s4\\\" AS INTEGER)) AS total_measure\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s4\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Applied the planned grouped-sum template with group_col=\\\"s4\\\" and measure_col=\\\"s4\\\". CAST is used because the schema stores these numeric-discrete fields as TEXT in SQLite.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14147,"cached_input_tokens":12032,"output_tokens":476,"reasoning_output_tokens":375}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6d8241d60fcaac6fc429a28bf82d565052332406
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"s4\", SUM(CAST(\"s4\" AS INTEGER)) AS total_measure\nFROM \"c10\"\nGROUP BY \"s4\"\nORDER BY total_measure DESC;","notes":"Applied the planned grouped-sum template with group_col=\"s4\" and measure_col=\"s4\". CAST is used because the schema stores these numeric-discrete fields as TEXT in SQLite."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_be136feed7ec761a/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..56cfc491cd3ffd2a0ec464e67431a28a5505be3b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7177, "bytes_utf8": 7177, "lines": 231, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 668, "bytes_utf8": 668, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14356, "cached_input_tokens": 13696, "output_tokens": 568, "reasoning_output_tokens": 369}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..1a99c488c478758416e228e82367393afb9c1967
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_bfb8e7abdf0ba560",
+    "api_calls": 0,
+    "input_tokens": 14356,
+    "cached_input_tokens": 13696,
+    "output_tokens": 568,
+    "total_tokens": 14924,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 17014.93,
+    "sql_execution_elapsed_ms_total": 528.44,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb6b10090e7ea0be3d4598945dbedf368ab3ca74
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:43:32.719103+00:00",
+  "ended_at": "2026-05-19T15:43:49.734073+00:00",
+  "elapsed_ms": 17014.93,
+  "prompt_metrics": {
+    "chars": 7177,
+    "bytes_utf8": 7177,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1396,
+    "bytes_utf8": 1396,
+    "lines": 5,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 668,
+      "bytes_utf8": 668,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14356,
+      "cached_input_tokens": 13696,
+      "output_tokens": 568,
+      "reasoning_output_tokens": 369
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2860014084b1706aec1179ca816b12230f53a72e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_ratio_two_conditions",
+    "template_name": "Grouped Ratio of Two Conditions",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=s1, condition_col=s2.",
+  "planned_template_id": "tpl_m4_group_ratio_two_conditions",
+  "bindings": {
+    "group_col": "s1",
+    "condition_col": "s2",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 14,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..082697966659f13ec803f9e3434d4803f36562d8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,5 @@
+{"type":"thread.started","thread_id":"019e40e8-186b-7651-aabf-33a3ca3c2170"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1989638, Requested 14991. Please try again in 138ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n    SELECT\\n        \\\"s1\\\",\\n        SUM(CASE WHEN \\\"s2\\\" = '1' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n        SUM(CASE WHEN \\\"s2\\\" = '2' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"s1\\\"\\n)\\nSELECT\\n    \\\"s1\\\",\\n    CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM grouped\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Instantiated the grouped ratio template with group_col=\\\"s1\\\", condition_col=\\\"s2\\\", positive_value='1', and negative_value='2'. Kept the query single-table and SQLite-compatible.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14356,"cached_input_tokens":13696,"output_tokens":568,"reasoning_output_tokens":369}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fa2a68c5025e96636283c2c06fa381bb31582cf2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH grouped AS (\n    SELECT\n        \"s1\",\n        SUM(CASE WHEN \"s2\" = '1' THEN 1 ELSE 0 END) AS \"numerator_count\",\n        SUM(CASE WHEN \"s2\" = '2' THEN 1 ELSE 0 END) AS \"denominator_count\"\n    FROM \"c10\"\n    GROUP BY \"s1\"\n)\nSELECT\n    \"s1\",\n    CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM grouped\nORDER BY \"condition_ratio\" DESC;","notes":"Instantiated the grouped ratio template with group_col=\"s1\", condition_col=\"s2\", positive_value='1', and negative_value='2'. Kept the query single-table and SQLite-compatible."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bfb8e7abdf0ba560/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3085098d57c5e83de993c4f5d7e43058510c715
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:12:31.038907+00:00",
+  "ended_at": "2026-05-19T16:12:34.330949+00:00",
+  "elapsed_ms": 3292.02,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6456,
+    "bytes_utf8": 6456,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d87355919759f699ad711e1547de3e579ce88229
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:12:35.332601+00:00",
+  "ended_at": "2026-05-19T16:12:38.656163+00:00",
+  "elapsed_ms": 3323.53,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6456,
+    "bytes_utf8": 6456,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..36f933753b75b4abf57aced0b579b77cbcacd1b2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=s5, measure_col=s1.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "s5",
+    "measure_col": "s1",
+    "top_k": 15,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..36f933753b75b4abf57aced0b579b77cbcacd1b2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=s5, measure_col=s1.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "s5",
+    "measure_col": "s1",
+    "top_k": 15,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8ed33ac9593e71c9b4c350910e436957b91d6bcd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-9ec3-7e62-8f4f-7766e96c2cd0"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..36da54e45135b53c19d45875b8ea086c530df441
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-9ec3-7e62-8f4f-7766e96c2cd0"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a497589628f1c1c894fb3d80616744d8f82559c0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-af9c-7b50-9a6a-c3a753468759"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f55400bb72fdb1059176de2d1658f78ff679eb6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-af9c-7b50-9a6a-c3a753468759"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_bff8b9fd85f07411/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..616ef6ed81e50b4d45886887c52fbccbe53bf124
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:09:39.342682+00:00",
+  "ended_at": "2026-05-19T16:09:42.906903+00:00",
+  "elapsed_ms": 3564.2,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6372,
+    "bytes_utf8": 6372,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..7dc09d96de6f4af3134bae017eacaa7b4b1d319d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:09:43.908884+00:00",
+  "ended_at": "2026-05-19T16:09:46.958144+00:00",
+  "elapsed_ms": 3049.22,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6372,
+    "bytes_utf8": 6372,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d663d82cca9b83f84a4101e841528cce761053b6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=c3.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "c3",
+    "top_k": 11,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d663d82cca9b83f84a4101e841528cce761053b6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=c3.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "c3",
+    "top_k": 11,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..04af35969da75fd616422958ecaa56a71604e7be
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-0027-7922-a192-fcb283cd83f3"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6724f31a77d1763b4027420479b8d9078be792a0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-0027-7922-a192-fcb283cd83f3"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7caaa726d00f9dcc5f36b8eff182604e2bccf6a5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-11f5-7f50-b1a4-19f6f6898a28"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b696d3c305ad7708c90dec4671e093d682087e12
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-11f5-7f50-b1a4-19f6f6898a28"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c10712d389776d96/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..60aa38b7fb08ca930e9c59c1c96c94cbe5840fd5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:05:56.719433+00:00",
+  "ended_at": "2026-05-19T16:06:00.044898+00:00",
+  "elapsed_ms": 3325.43,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6607,
+    "bytes_utf8": 6607,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..726b78258aab4a5aedd06d119858a7927a773d8c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:01.046580+00:00",
+  "ended_at": "2026-05-19T16:06:04.579234+00:00",
+  "elapsed_ms": 3532.62,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6607,
+    "bytes_utf8": 6607,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e6083c332ada8cb677fec325a1a1959e2073fdd0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=s3, condition_col=s1.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "s3",
+    "condition_col": "s1",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 13,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 12.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e6083c332ada8cb677fec325a1a1959e2073fdd0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=s3, condition_col=s1.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "s3",
+    "condition_col": "s1",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 13,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 12.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..aba040063978c40df5caf0e63cebf8b4f9414880
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-9a6b-73c2-9b10-8a70b375acaa"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a51d595dd071c6f18074af770509482e0adfb55a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-9a6b-73c2-9b10-8a70b375acaa"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..49fe6081eccb69b54e2e8cec1e5b8d4614f60fcd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-abb6-7de1-936e-4aaf19090a49"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..841abbe83bb117464b39ea5b05eb08b78c9d637f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-abb6-7de1-936e-4aaf19090a49"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c31779354b6d3dbc/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..a20cf9718ac709a24470f2cc62b6a519fc0034ea
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6681, "bytes_utf8": 6681, "lines": 232, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 423, "bytes_utf8": 423, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14241, "cached_input_tokens": 12032, "output_tokens": 383, "reasoning_output_tokens": 257}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..36aa508fe012e2bc1bd818f2c2a7ba314882d6e5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_c39db350f3f1de5f",
+    "api_calls": 0,
+    "input_tokens": 14241,
+    "cached_input_tokens": 12032,
+    "output_tokens": 383,
+    "total_tokens": 14624,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 9852.64,
+    "sql_execution_elapsed_ms_total": 276.93,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..fc03ca4114edfe1f896be24dd4792cb7dbafb2f1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:45:04.444077+00:00",
+  "ended_at": "2026-05-19T15:45:14.296743+00:00",
+  "elapsed_ms": 9852.64,
+  "prompt_metrics": {
+    "chars": 6681,
+    "bytes_utf8": 6681,
+    "lines": 232,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 794,
+    "bytes_utf8": 794,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 423,
+      "bytes_utf8": 423,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14241,
+      "cached_input_tokens": 12032,
+      "output_tokens": 383,
+      "reasoning_output_tokens": 257
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..16b036c57eafdeb13fb0f7c3fd12b6e0348cb122
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,232 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_filtered_group_count_2d",
+    "template_name": "Filtered Two-Dimensional Group Count",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=s5, group_col_2=class.",
+  "planned_template_id": "tpl_c2_filtered_group_count_2d",
+  "bindings": {
+    "group_col": "s5",
+    "group_col_2": "class",
+    "predicate_col": "c5",
+    "predicate_op": ">=",
+    "predicate_value": 11.0,
+    "top_k": 13,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 12.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..34a91c83721edddef8fabe74a5cea0fd32752bc0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e9-7ebb-77b3-ae61-4ead55dffc08"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"s5\\\", \\\"class\\\", COUNT(*) AS row_count\\nFROM \\\"c10\\\"\\nWHERE CAST(\\\"c5\\\" AS REAL) >= 11.0\\nGROUP BY \\\"s5\\\", \\\"class\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Used the required template with group_col=\\\"s5\\\", group_col_2=\\\"class\\\", and predicate_col=\\\"c5\\\". Applied CAST on \\\"c5\\\" because the SQLite schema stores it as TEXT while the predicate value is numeric.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14241,"cached_input_tokens":12032,"output_tokens":383,"reasoning_output_tokens":257}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ad129033132d79b636464a0207be952fa49c2303
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"s5\", \"class\", COUNT(*) AS row_count\nFROM \"c10\"\nWHERE CAST(\"c5\" AS REAL) >= 11.0\nGROUP BY \"s5\", \"class\"\nORDER BY row_count DESC;","notes":"Used the required template with group_col=\"s5\", group_col_2=\"class\", and predicate_col=\"c5\". Applied CAST on \"c5\" because the SQLite schema stores it as TEXT while the predicate value is numeric."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c39db350f3f1de5f/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0563931c72873c8726565710e2bbffcb0b0bcafc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6676, "bytes_utf8": 6676, "lines": 232, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 435, "bytes_utf8": 435, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14242, "cached_input_tokens": 12032, "output_tokens": 653, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..05cdcc52af03368762a88c39590ffe0e0df0acf3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_c5361a3ca26288f1",
+    "api_calls": 0,
+    "input_tokens": 14242,
+    "cached_input_tokens": 12032,
+    "output_tokens": 653,
+    "total_tokens": 14895,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 17636.68,
+    "sql_execution_elapsed_ms_total": 297.93,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..813fe032921a5814d2bef99fe2a776ad51615081
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:44:46.494390+00:00",
+  "ended_at": "2026-05-19T15:45:04.131101+00:00",
+  "elapsed_ms": 17636.68,
+  "prompt_metrics": {
+    "chars": 6676,
+    "bytes_utf8": 6676,
+    "lines": 232,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 806,
+    "bytes_utf8": 806,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 435,
+      "bytes_utf8": 435,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14242,
+      "cached_input_tokens": 12032,
+      "output_tokens": 653,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0ecbcbf62b6238bc47a8307b1c01dd875ea7c44c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,232 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_filtered_group_count_2d",
+    "template_name": "Filtered Two-Dimensional Group Count",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=s5, group_col_2=c5.",
+  "planned_template_id": "tpl_c2_filtered_group_count_2d",
+  "bindings": {
+    "group_col": "s5",
+    "group_col_2": "c5",
+    "predicate_col": "s5",
+    "predicate_op": ">=",
+    "predicate_value": 3.25,
+    "top_k": 12,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4fa0bf410304c7357383ce93ec9e8596a632c9da
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e9-38a8-7342-b04d-5b95da2e4370"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"s5\\\", \\\"c5\\\", COUNT(*) AS row_count\\nFROM \\\"c10\\\"\\nWHERE CAST(\\\"s5\\\" AS REAL) >= 3.25\\nGROUP BY \\\"s5\\\", \\\"c5\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Used the provided template with group_col=\\\"s5\\\", group_col_2=\\\"c5\\\", and predicate_col=\\\"s5\\\". Applied CAST(\\\"s5\\\" AS REAL) because the schema stores these fields as TEXT but the bound predicate value is numeric (3.25).\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14242,"cached_input_tokens":12032,"output_tokens":653,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5a3d38715061f2583f9c2895045bd8ff9f05ed11
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"s5\", \"c5\", COUNT(*) AS row_count\nFROM \"c10\"\nWHERE CAST(\"s5\" AS REAL) >= 3.25\nGROUP BY \"s5\", \"c5\"\nORDER BY row_count DESC;","notes":"Used the provided template with group_col=\"s5\", group_col_2=\"c5\", and predicate_col=\"s5\". Applied CAST(\"s5\" AS REAL) because the schema stores these fields as TEXT but the bound predicate value is numeric (3.25)."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c5361a3ca26288f1/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..286bff07ec271169def7c03e2558637355d37e69
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6931, "bytes_utf8": 6931, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 539, "bytes_utf8": 539, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14282, "cached_input_tokens": 13696, "output_tokens": 264, "reasoning_output_tokens": 115}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..2fb0745c276b1d7cfc86abcfd0122262ed9c6403
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_c68929b52984ef15",
+    "api_calls": 0,
+    "input_tokens": 14282,
+    "cached_input_tokens": 13696,
+    "output_tokens": 264,
+    "total_tokens": 14546,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 12551.31,
+    "sql_execution_elapsed_ms_total": 480.37,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..87aa23e3007dbfa4e07bb548ff08b827b1d55f55
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:49:51.059967+00:00",
+  "ended_at": "2026-05-19T15:50:03.611312+00:00",
+  "elapsed_ms": 12551.31,
+  "prompt_metrics": {
+    "chars": 6931,
+    "bytes_utf8": 6931,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 906,
+    "bytes_utf8": 906,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 539,
+      "bytes_utf8": 539,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14282,
+      "cached_input_tokens": 13696,
+      "output_tokens": 264,
+      "reasoning_output_tokens": 115
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e123370e2e2e4750386b13a3eb6c614498aa4e98
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=class, measure_col=s4.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "class",
+    "measure_col": "s4",
+    "top_k": 11,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c393fb5385687bb77cabfcc55137fdd0d251b656
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ed-de5b-72a2-bcd3-5bf24a53dc92"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT \\\"class\\\", SUM(\\\"s4\\\") AS group_value\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"class\\\"\\n), total AS (\\n    SELECT SUM(group_value) AS total_value\\n    FROM grouped\\n)\\nSELECT g.\\\"class\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.1\\nORDER BY g.group_value DESC;\",\"notes\":\"Uses the required template with group_col=\\\"class\\\" and measure_col=\\\"s4\\\". SQLite will numerically coerce TEXT values in SUM().\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14282,"cached_input_tokens":13696,"output_tokens":264,"reasoning_output_tokens":115}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4b6e6cb7fcd5388ce48581b4cb3854610f1c5ed0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n    SELECT \"class\", SUM(\"s4\") AS group_value\n    FROM \"c10\"\n    GROUP BY \"class\"\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.\"class\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.1\nORDER BY g.group_value DESC;","notes":"Uses the required template with group_col=\"class\" and measure_col=\"s4\". SQLite will numerically coerce TEXT values in SUM()."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c68929b52984ef15/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..9117e26d83c479b48d7a7ead9a507c793f190a00
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:09:17.816351+00:00",
+  "ended_at": "2026-05-19T16:09:20.660202+00:00",
+  "elapsed_ms": 2843.82,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6374,
+    "bytes_utf8": 6374,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..78945d8fdb044d46690f806e30e88a4b46e6da51
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:09:21.663142+00:00",
+  "ended_at": "2026-05-19T16:09:24.378857+00:00",
+  "elapsed_ms": 2715.67,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6374,
+    "bytes_utf8": 6374,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7611491afd5fe80a60d325ec724f5efd0bbda278
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=c2.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "c2",
+    "top_k": 19,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7611491afd5fe80a60d325ec724f5efd0bbda278
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=c2.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "c2",
+    "top_k": 19,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7b7e58660fb199ab444f76724f83da1d45b422a2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-abf2-7073-80ef-29ca063e0d8c"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6bdcf7436e45d4efdb3e7cfc515ad16abba3b434
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-abf2-7073-80ef-29ca063e0d8c"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2ddb635df296fe900919ec72f1ab00cc5b503481
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-bb02-7b50-a21b-5363d9e753db"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..15ec52e32ff11a9b5eba97500142a3dc1b96677a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-bb02-7b50-a21b-5363d9e753db"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c695e8e29a4d4ea5/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c7a06dfec744e1ac/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c7a06dfec744e1ac/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..dc7154b76471feb370b30af4757c9d86ccfefbbd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c7a06dfec744e1ac/run_manifest.json
@@ -0,0 +1,69 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T16:11:24.869688+00:00",
+  "ended_at": "2026-05-19T16:11:32.262449+00:00",
+  "status": "failed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_c7a06dfec744e1ac",
+    "problem_id": "v2p_c10_b67abbe895a2a5ec",
+    "dataset_id": "c10",
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "family_id": "conditional_dependency_structure",
+    "canonical_subitem_id": "slice_level_consistency",
+    "intended_facet_id": "conditional_interaction_hotspots",
+    "variant_semantic_role": "ranked_signal_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=s3, measure_col=s4.",
+    "bindings": {
+      "group_col": "s3",
+      "measure_col": "s4",
+      "top_k": 16,
+      "top_n": 4,
+      "num_tiles": 10,
+      "percentile_value": 0.9,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.05,
+      "baseline_multiplier": 1.75,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 4,
+      "measure_threshold": 2.98,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "measure_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "notes": [
+      "default_facets=conditional_interaction_hotspots",
+      "template_selection_mode=rule",
+      "problem_index_within_template=5",
+      "sql_variant_index=2/2",
+      "binding_index=136"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 12,
+    "problem_index_within_template": 5,
+    "sql_variant_index": 2,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "error": "AI CLI command failed with exit code 1: "
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c7a06dfec744e1ac/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c7a06dfec744e1ac/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6258e0fc8884b884a9c3a92310426b757a81d5e5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c7a06dfec744e1ac/trace.jsonl
@@ -0,0 +1,2 @@
+{"timestamp": "2026-05-19T16:11:27.997712+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3110.64, "started_at": "2026-05-19T16:11:24.885952+00:00", "ended_at": "2026-05-19T16:11:27.996631+00:00", "prompt_metrics": {"chars": 6456, "bytes_utf8": 6456, "lines": 228, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4101-9c6b-7151-a946-6af9e4deae5d\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
+{"timestamp": "2026-05-19T16:11:32.262358+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3262.57, "started_at": "2026-05-19T16:11:28.998967+00:00", "ended_at": "2026-05-19T16:11:32.261594+00:00", "prompt_metrics": {"chars": 6456, "bytes_utf8": 6456, "lines": 228, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4101-ac7c-70e2-ba8c-86fd8e5cc7cc\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6a3796c4782fb481dd4c2ba8b770f9a81fedfe64
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6926, "bytes_utf8": 6926, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 598, "bytes_utf8": 598, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14285, "cached_input_tokens": 13696, "output_tokens": 474, "reasoning_output_tokens": 303}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..01e4f1d00fb600c248b01ca989325ce8bc3a3d65
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_c8338a9a53190ad6",
+    "api_calls": 0,
+    "input_tokens": 14285,
+    "cached_input_tokens": 13696,
+    "output_tokens": 474,
+    "total_tokens": 14759,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 13898.25,
+    "sql_execution_elapsed_ms_total": 515.13,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..8e23dd2d8dd2ef4eda8d96af8e0e583bf27a51ce
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:51:11.691244+00:00",
+  "ended_at": "2026-05-19T15:51:25.589532+00:00",
+  "elapsed_ms": 13898.25,
+  "prompt_metrics": {
+    "chars": 6926,
+    "bytes_utf8": 6926,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 969,
+    "bytes_utf8": 969,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 598,
+      "bytes_utf8": 598,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14285,
+      "cached_input_tokens": 13696,
+      "output_tokens": 474,
+      "reasoning_output_tokens": 303
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4153a319c3ead0aa6fa8a57dcd2bda350822c764
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=s2, measure_col=c5.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "s2",
+    "measure_col": "c5",
+    "top_k": 14,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 11.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..83f77acba651ee18f72d0a2d3f79d1fccdf697ec
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ef-1960-7d62-9d9f-a0e1d0ff83ab"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT \\\"s2\\\", SUM(CAST(\\\"c5\\\" AS REAL)) AS group_value\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"s2\\\"\\n), total AS (\\n    SELECT SUM(group_value) AS total_value\\n    FROM grouped\\n)\\nSELECT g.\\\"s2\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.1\\nORDER BY g.group_value DESC;\",\"notes\":\"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\\\"s2\\\" and measure_col=\\\"c5\\\". CAST(\\\"c5\\\" AS REAL) is used because the schema stores values as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14285,"cached_input_tokens":13696,"output_tokens":474,"reasoning_output_tokens":303}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7dfcaf6e813983d005ce5b36f45859e471eb4c9f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n    SELECT \"s2\", SUM(CAST(\"c5\" AS REAL)) AS group_value\n    FROM \"c10\"\n    GROUP BY \"s2\"\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.\"s2\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.1\nORDER BY g.group_value DESC;","notes":"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\"s2\" and measure_col=\"c5\". CAST(\"c5\" AS REAL) is used because the schema stores values as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c8338a9a53190ad6/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7b23d05360d94e0c01f121eff239d275f0c2d5fe
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6778, "bytes_utf8": 6778, "lines": 230, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 533, "bytes_utf8": 533, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14264, "cached_input_tokens": 13696, "output_tokens": 662, "reasoning_output_tokens": 496}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..2099367a17ff6ebf7755acee70400e67141e6890
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_c95118d1a852ad8e",
+    "api_calls": 0,
+    "input_tokens": 14264,
+    "cached_input_tokens": 13696,
+    "output_tokens": 662,
+    "total_tokens": 14926,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 18931.58,
+    "sql_execution_elapsed_ms_total": 905.11,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e12613deaa96c5b1a8aa54fd0457f142c4f39b4c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:40:14.389143+00:00",
+  "ended_at": "2026-05-19T15:40:33.320757+00:00",
+  "elapsed_ms": 18931.58,
+  "prompt_metrics": {
+    "chars": 6778,
+    "bytes_utf8": 6778,
+    "lines": 230,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 929,
+    "bytes_utf8": 929,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 533,
+      "bytes_utf8": 533,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14264,
+      "cached_input_tokens": 13696,
+      "output_tokens": 662,
+      "reasoning_output_tokens": 496
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..db954bddfc5654accb0fe464d3f9e0963f765f05
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,230 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpcds_within_group_share",
+    "template_name": "Within-Group Share of Total",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;",
+    "required_roles": [
+      "group_col",
+      "item_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=class, measure_col=s2.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "class",
+    "measure_col": "s2",
+    "item_col": "s1",
+    "top_k": 17,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..317f586b4fdf9946c0dcec4011dfc370872a6c65
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e5-11a8-7ff3-a881-d545108bf59a"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"class\\\", \\\"s1\\\",\\n       SUM(CAST(\\\"s2\\\" AS REAL)) AS \\\"total_measure\\\",\\n       SUM(CAST(\\\"s2\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"s2\\\" AS REAL))) OVER (PARTITION BY \\\"class\\\") AS \\\"share_within_group\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"class\\\", \\\"s1\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the provided template with group_col=\\\"class\\\", item_col=\\\"s1\\\", and measure_col=\\\"s2\\\". CAST to REAL is included because \\\"s2\\\" is stored as TEXT in the SQLite schema.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14264,"cached_input_tokens":13696,"output_tokens":662,"reasoning_output_tokens":496}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e8b22add46d28a65cebc7e6222723450f3bc7721
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"class\", \"s1\",\n       SUM(CAST(\"s2\" AS REAL)) AS \"total_measure\",\n       SUM(CAST(\"s2\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"s2\" AS REAL))) OVER (PARTITION BY \"class\") AS \"share_within_group\"\nFROM \"c10\"\nGROUP BY \"class\", \"s1\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the provided template with group_col=\"class\", item_col=\"s1\", and measure_col=\"s2\". CAST to REAL is included because \"s2\" is stored as TEXT in the SQLite schema."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_c95118d1a852ad8e/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3bb6a269349ca2ccdc48a7a2f549d5f0d773060e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=s5, condition_col=class.
+Result preview: [{"s5": "2", "condition_rate": 0.4241226250401209}, {"s5": "4", "condition_rate": 0.42250363571854666}, {"s5": "1", "condition_rate": 0.4224956528166247}, {"s5": "3", "condition_rate": 0.4209995859148547}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..4e634a55aa959c8bd2dacd25056a5aa1140721d9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: conditional_dependency_structure
+-- canonical_subitem_id: dependency_strength_similarity
+-- intended_facet_id: pairwise_conditional_dependency
+-- variant_semantic_role: focused_target_view
+-- template_id: tpl_m4_group_condition_rate
+-- query_record_id: v2q_c10_cc8b22c6f37d2499
+-- problem_id: v2p_c10_649450f577e19800
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "s5",
+       AVG(CASE WHEN "class" = '1' THEN 1 ELSE 0 END) AS "condition_rate"
+FROM "c10"
+GROUP BY "s5"
+ORDER BY "condition_rate" DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..dc4d26bd2e8f5e04452036c3dc11a15dac577368
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/query_results.jsonl
@@ -0,0 +1 @@
+{"step_index": 2, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"s5\",\n       AVG(CASE WHEN \"class\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"c10\"\nGROUP BY \"s5\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"s5\\\",\\n       AVG(CASE WHEN \\\"class\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s5\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"s5\", \"condition_rate\"], \"rows\": [{\"s5\": \"2\", \"condition_rate\": 0.4241226250401209}, {\"s5\": \"4\", \"condition_rate\": 0.42250363571854666}, {\"s5\": \"1\", \"condition_rate\": 0.4224956528166247}, {\"s5\": \"3\", \"condition_rate\": 0.4209995859148547}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 519.09}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..2dc84bf75592feadccfa8016937ddd4ef6243452
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T16:03:55.957704+00:00",
+  "ended_at": "2026-05-19T16:04:12.533404+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_cc8b22c6f37d2499",
+    "problem_id": "v2p_c10_649450f577e19800",
+    "dataset_id": "c10",
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "family_id": "conditional_dependency_structure",
+    "canonical_subitem_id": "dependency_strength_similarity",
+    "intended_facet_id": "pairwise_conditional_dependency",
+    "variant_semantic_role": "focused_target_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=s5, condition_col=class.",
+    "bindings": {
+      "group_col": "s5",
+      "condition_col": "class",
+      "condition_value": "1",
+      "positive_value": "0",
+      "negative_value": "1",
+      "top_k": 16,
+      "top_n": 4,
+      "num_tiles": 10,
+      "percentile_value": 0.9,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.05,
+      "baseline_multiplier": 1.75,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 4,
+      "measure_threshold": 3.25,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "condition_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "notes": [
+      "default_facets=pairwise_conditional_dependency",
+      "template_selection_mode=rule",
+      "problem_index_within_template=1",
+      "sql_variant_index=2/2",
+      "binding_index=96"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 9,
+    "problem_index_within_template": 1,
+    "sql_variant_index": 2,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_cc8b22c6f37d2499.sql",
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_cc8b22c6f37d2499",
+    "api_calls": 0,
+    "input_tokens": 14207,
+    "cached_input_tokens": 12032,
+    "output_tokens": 352,
+    "total_tokens": 14559,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 2,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 15035.22,
+    "sql_execution_elapsed_ms_total": 519.09,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9cb08734b2fb01fafcc81ff9bfb82d3681a37bb7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/trace.jsonl
@@ -0,0 +1,2 @@
+{"timestamp": "2026-05-19T16:04:02.061155+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 6086.52, "started_at": "2026-05-19T16:03:55.973862+00:00", "ended_at": "2026-05-19T16:04:02.060407+00:00", "prompt_metrics": {"chars": 6624, "bytes_utf8": 6624, "lines": 231, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40fa-c2e1-75a3-8f0c-59336315359b\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
+{"timestamp": "2026-05-19T16:04:12.012292+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 8948.7, "started_at": "2026-05-19T16:04:03.062114+00:00", "ended_at": "2026-05-19T16:04:12.010860+00:00", "prompt_metrics": {"chars": 6624, "bytes_utf8": 6624, "lines": 231, "estimated_tokens": null}, "response_metrics": {"chars": 301, "bytes_utf8": 301, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14207, "cached_input_tokens": 12032, "output_tokens": 352, "reasoning_output_tokens": 254}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"s5\\\",\\n       AVG(CASE WHEN \\\"class\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s5\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Grouped by \\\"s5\\\" and computed the share of rows where \\\"class\\\" equals '1'.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..9d64545e99342e44c5a840a9d38849a42952e445
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c10",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c10_cc8b22c6f37d2499",
+  "api_calls": 0,
+  "input_tokens": 14207,
+  "cached_input_tokens": 12032,
+  "output_tokens": 352,
+  "total_tokens": 14559,
+  "cost_usd": 0.0,
+  "ai_cli_calls": 2,
+  "estimated_input_tokens": 0,
+  "estimated_output_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "ai_cli_json_usage",
+  "cli_elapsed_ms_total": 15035.22,
+  "sql_execution_elapsed_ms_total": 519.09,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cc8b22c6f37d2499/cli/conversation.jsonl",
+  "note": "Executed through a local AI CLI with structured usage metadata."
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..44f01e91c57af28dbcaaa384708a4c0c40daa61e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_cd464fe656028ed1",
+    "api_calls": 0,
+    "input_tokens": 14147,
+    "cached_input_tokens": 12032,
+    "output_tokens": 327,
+    "total_tokens": 14474,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 8893.76,
+    "sql_execution_elapsed_ms_total": 480.59,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..2f2afd7ad9bafb554c486af495cc893627dab7d6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:29:34.686531+00:00",
+  "ended_at": "2026-05-19T15:29:43.580323+00:00",
+  "elapsed_ms": 8893.76,
+  "prompt_metrics": {
+    "chars": 6374,
+    "bytes_utf8": 6374,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 748,
+    "bytes_utf8": 748,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 382,
+      "bytes_utf8": 382,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14147,
+      "cached_input_tokens": 12032,
+      "output_tokens": 327,
+      "reasoning_output_tokens": 214
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fc709c6bab4b62f3dc3362ab696da5bbbcad74c7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=c2, measure_col=c2.",
+  "planned_template_id": "tpl_h2o_group_sum",
+  "bindings": {
+    "group_col": "c2",
+    "measure_col": "c2",
+    "top_k": 18,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 11.64,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..57e493c359443d1ffdbddae61270c48b3094ba95
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40db-4ef4-7fe2-8e6b-238ec2e3c36d"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"c2\\\", SUM(CAST(\\\"c2\\\" AS INTEGER)) AS \\\"total_measure\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c2\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the provided Grouped Numeric Sum template with group_col=\\\"c2\\\" and measure_col=\\\"c2\\\". CAST was added because the schema stores \\\"c2\\\" as TEXT, but the field is semantically numeric_discrete.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14147,"cached_input_tokens":12032,"output_tokens":327,"reasoning_output_tokens":214}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b3818f904f0443d8555ff783c047359351e37f01
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"c2\", SUM(CAST(\"c2\" AS INTEGER)) AS \"total_measure\"\nFROM \"c10\"\nGROUP BY \"c2\"\nORDER BY \"total_measure\" DESC;","notes":"Used the provided Grouped Numeric Sum template with group_col=\"c2\" and measure_col=\"c2\". CAST was added because the schema stores \"c2\" as TEXT, but the field is semantically numeric_discrete."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cd464fe656028ed1/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..bdfa7607ef1683d07c934d32351eb9d3f5130527
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/conversation.jsonl
@@ -0,0 +1,4 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6550, "bytes_utf8": 6550, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "}
+{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 6550, "bytes_utf8": 6550, "lines": 228, "estimated_tokens": null}}
+{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 1094, "bytes_utf8": 1094, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14185, "cached_input_tokens": 13696, "output_tokens": 1261, "reasoning_output_tokens": 904}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..8afacfc0f2ca6a2a00fd859def9012baed44e93d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 2,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_cda2f0fd3dd12dbd",
+    "api_calls": 0,
+    "input_tokens": 14185,
+    "cached_input_tokens": 13696,
+    "output_tokens": 1261,
+    "total_tokens": 15446,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 2,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 25518.6,
+    "sql_execution_elapsed_ms_total": 2697.34,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f4eacbd9f9fe80dfc474675aaddab0609c42143e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:56:15.822231+00:00",
+  "ended_at": "2026-05-19T15:56:19.399340+00:00",
+  "elapsed_ms": 3577.08,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6550,
+    "bytes_utf8": 6550,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d6c413210ec7bc2a4e3f145d96c506679ae6490c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:56:20.401331+00:00",
+  "ended_at": "2026-05-19T15:56:42.342902+00:00",
+  "elapsed_ms": 21941.52,
+  "prompt_metrics": {
+    "chars": 6550,
+    "bytes_utf8": 6550,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1582,
+    "bytes_utf8": 1582,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 1094,
+      "bytes_utf8": 1094,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14185,
+      "cached_input_tokens": 13696,
+      "output_tokens": 1261,
+      "reasoning_output_tokens": 904
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..26da21330308925a7f7f2fa70537646b4ad5e20a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=s1, measure_col=s5.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "s1",
+    "measure_col": "s5",
+    "top_k": 13,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..26da21330308925a7f7f2fa70537646b4ad5e20a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=s1, measure_col=s5.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "s1",
+    "measure_col": "s5",
+    "top_k": 13,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..de5127e52e9cc3d91083a47d1d96c933db43e8cc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f3-bd74-7cb1-bd1f-51a15fdc0fab"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..04dd06a6c06f34ad4ad2bc03fa2d0fa5d067f035
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f3-bd74-7cb1-bd1f-51a15fdc0fab"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4032ba9bb503b3ccf8d29e3aa679059da9ec1a91
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f3-cf49-7103-a961-9b4cf35eec54"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n  SELECT\\n    \\\"s1\\\",\\n    CAST(\\\"s5\\\" AS REAL) AS \\\"measure_value\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"s1\\\"\\n      ORDER BY CAST(\\\"s5\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (\\n      PARTITION BY \\\"s1\\\"\\n    ) AS \\\"cnt\\\"\\n  FROM \\\"c10\\\"\\n  WHERE \\\"s1\\\" IS NOT NULL\\n    AND \\\"s5\\\" IS NOT NULL\\n),\\n\\\"percentile_rows\\\" AS (\\n  SELECT\\n    \\\"s1\\\",\\n    \\\"measure_value\\\",\\n    \\\"rn\\\",\\n    CASE\\n      WHEN CAST(0.95 * \\\"cnt\\\" AS INTEGER) = 0 THEN 1\\n      WHEN 0.95 * \\\"cnt\\\" = CAST(0.95 * \\\"cnt\\\" AS INTEGER) THEN CAST(0.95 * \\\"cnt\\\" AS INTEGER)\\n      ELSE CAST(0.95 * \\\"cnt\\\" AS INTEGER) + 1\\n    END AS \\\"target_rn\\\"\\n  FROM \\\"ranked\\\"\\n)\\nSELECT\\n  \\\"s1\\\",\\n  \\\"measure_value\\\" AS \\\"percentile_measure\\\"\\nFROM \\\"percentile_rows\\\"\\nWHERE \\\"rn\\\" = \\\"target_rn\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this query uses a nearest-rank 95th percentile approximation within each \\\"s1\\\" group and casts \\\"s5\\\" from TEXT to REAL before ordering.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14185,"cached_input_tokens":13696,"output_tokens":1261,"reasoning_output_tokens":904}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b142e07da8d756d1535dca8eaa81d5a7d8e46da2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_response_attempt_2.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ranked\" AS (\n  SELECT\n    \"s1\",\n    CAST(\"s5\" AS REAL) AS \"measure_value\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"s1\"\n      ORDER BY CAST(\"s5\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (\n      PARTITION BY \"s1\"\n    ) AS \"cnt\"\n  FROM \"c10\"\n  WHERE \"s1\" IS NOT NULL\n    AND \"s5\" IS NOT NULL\n),\n\"percentile_rows\" AS (\n  SELECT\n    \"s1\",\n    \"measure_value\",\n    \"rn\",\n    CASE\n      WHEN CAST(0.95 * \"cnt\" AS INTEGER) = 0 THEN 1\n      WHEN 0.95 * \"cnt\" = CAST(0.95 * \"cnt\" AS INTEGER) THEN CAST(0.95 * \"cnt\" AS INTEGER)\n      ELSE CAST(0.95 * \"cnt\" AS INTEGER) + 1\n    END AS \"target_rn\"\n  FROM \"ranked\"\n)\nSELECT\n  \"s1\",\n  \"measure_value\" AS \"percentile_measure\"\nFROM \"percentile_rows\"\nWHERE \"rn\" = \"target_rn\"\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite does not support PERCENTILE_CONT, so this query uses a nearest-rank 95th percentile approximation within each \"s1\" group and casts \"s5\" from TEXT to REAL before ordering."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cda2f0fd3dd12dbd/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6cd632edbe22d8628f974db9ede543d33080b5ce
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6370, "bytes_utf8": 6370, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 383, "bytes_utf8": 383, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14147, "cached_input_tokens": 12032, "output_tokens": 305, "reasoning_output_tokens": 195}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..d4378a4b229547d12b907ace55a6f9fda7aee565
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_cdf07da8d4b3547b",
+    "api_calls": 0,
+    "input_tokens": 14147,
+    "cached_input_tokens": 12032,
+    "output_tokens": 305,
+    "total_tokens": 14452,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 8827.24,
+    "sql_execution_elapsed_ms_total": 481.27,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..956dc01feb15eaa5add24ac54b556c4900402f27
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:31:18.217492+00:00",
+  "ended_at": "2026-05-19T15:31:27.044771+00:00",
+  "elapsed_ms": 8827.24,
+  "prompt_metrics": {
+    "chars": 6370,
+    "bytes_utf8": 6370,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 749,
+    "bytes_utf8": 749,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 383,
+      "bytes_utf8": 383,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14147,
+      "cached_input_tokens": 12032,
+      "output_tokens": 305,
+      "reasoning_output_tokens": 195
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..20bc0fa61b889d635dbe571a7d6db8984042c84a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=c4, measure_col=c4.",
+  "planned_template_id": "tpl_h2o_group_sum",
+  "bindings": {
+    "group_col": "c4",
+    "measure_col": "c4",
+    "top_k": 12,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..730fa173c24914482cc0a047d598159f6d8865a1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40dc-e34b-7ac1-a1d4-213d779a03bf"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"c4\\\", SUM(CAST(\\\"c4\\\" AS INTEGER)) AS \\\"total_measure\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c4\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the required Grouped Numeric Sum template with group_col=\\\"c4\\\" and measure_col=\\\"c4\\\". CAST is applied because \\\"c4\\\" is stored as TEXT in SQLite schema but represents numeric discrete values.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14147,"cached_input_tokens":12032,"output_tokens":305,"reasoning_output_tokens":195}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..487403ef2c195cd1995918243e76e35cfaf79539
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"c4\", SUM(CAST(\"c4\" AS INTEGER)) AS \"total_measure\"\nFROM \"c10\"\nGROUP BY \"c4\"\nORDER BY \"total_measure\" DESC;","notes":"Uses the required Grouped Numeric Sum template with group_col=\"c4\" and measure_col=\"c4\". CAST is applied because \"c4\" is stored as TEXT in SQLite schema but represents numeric discrete values."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_cdf07da8d4b3547b/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d08c140d4b1c202c/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d08c140d4b1c202c/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..33b74c6e2bf0def74ea92171f135d258959590ad
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d08c140d4b1c202c/run_manifest.json
@@ -0,0 +1,69 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T16:10:55.499682+00:00",
+  "ended_at": "2026-05-19T16:11:03.245485+00:00",
+  "status": "failed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_d08c140d4b1c202c",
+    "problem_id": "v2p_c10_93c9805160f7fdec",
+    "dataset_id": "c10",
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "family_id": "conditional_dependency_structure",
+    "canonical_subitem_id": "slice_level_consistency",
+    "intended_facet_id": "conditional_interaction_hotspots",
+    "variant_semantic_role": "ranked_signal_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=s2, measure_col=s3.",
+    "bindings": {
+      "group_col": "s2",
+      "measure_col": "s3",
+      "top_k": 19,
+      "top_n": 6,
+      "num_tiles": 10,
+      "percentile_value": 0.9,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.05,
+      "baseline_multiplier": 1.75,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 4,
+      "measure_threshold": 2.98,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "measure_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "notes": [
+      "default_facets=conditional_interaction_hotspots",
+      "template_selection_mode=rule",
+      "problem_index_within_template=3",
+      "sql_variant_index=2/2",
+      "binding_index=134"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 12,
+    "problem_index_within_template": 3,
+    "sql_variant_index": 2,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "error": "AI CLI command failed with exit code 1: "
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d08c140d4b1c202c/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d08c140d4b1c202c/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..584292bffc38cdcfc8ea780032ef9c51c7f3d530
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d08c140d4b1c202c/trace.jsonl
@@ -0,0 +1,2 @@
+{"timestamp": "2026-05-19T16:10:59.110508+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3587.63, "started_at": "2026-05-19T16:10:55.522146+00:00", "ended_at": "2026-05-19T16:10:59.109809+00:00", "prompt_metrics": {"chars": 6456, "bytes_utf8": 6456, "lines": 228, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4101-2995-79b3-954c-03c7ee23140f\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
+{"timestamp": "2026-05-19T16:11:03.245403+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3133.28, "started_at": "2026-05-19T16:11:00.111414+00:00", "ended_at": "2026-05-19T16:11:03.244725+00:00", "prompt_metrics": {"chars": 6456, "bytes_utf8": 6456, "lines": 228, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4101-3b83-7991-9d45-5ead2f3922d3\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3948e8e9d61e1e6f8bb2deb16f25fd2197c17edb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=class, measure_col=s4.
+Result preview: [{"class": "0", "group_value": 1284976.0}, {"class": "1", "group_value": 1082555.0}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..7016f33ee73bfd59f9d26188bbc3cf354c3ed01b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/generated_sql.sql
@@ -0,0 +1,26 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: tail_rarity_structure
+-- canonical_subitem_id: tail_mass_similarity
+-- intended_facet_id: tail_ranked_signal
+-- variant_semantic_role: filtered_stable_view
+-- template_id: tpl_tpch_relative_total_threshold
+-- query_record_id: v2q_c10_d0d716996b610955
+-- problem_id: v2p_c10_d75dced0ac15a0ba
+-- realization_mode: agent
+-- source_kind: agent
+WITH grouped AS (
+    SELECT "class", SUM(CAST("s4" AS REAL)) AS group_value
+    FROM "c10"
+    GROUP BY "class"
+), total AS (
+    SELECT SUM(group_value) AS total_value
+    FROM grouped
+)
+SELECT g."class", g.group_value
+FROM grouped AS g
+CROSS JOIN total AS t
+WHERE g.group_value > t.total_value * 0.05
+ORDER BY g.group_value DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2e2b7ebb435559fc2c108c5be666a1f2057bc6c9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/query_results.jsonl
@@ -0,0 +1 @@
+{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n    SELECT \"class\", SUM(CAST(\"s4\" AS REAL)) AS group_value\n    FROM \"c10\"\n    GROUP BY \"class\"\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.\"class\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.05\nORDER BY g.group_value DESC;", "result": "{\"query\": \"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT \\\"class\\\", SUM(CAST(\\\"s4\\\" AS REAL)) AS group_value\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"class\\\"\\n), total AS (\\n    SELECT SUM(group_value) AS total_value\\n    FROM grouped\\n)\\nSELECT g.\\\"class\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.05\\nORDER BY g.group_value DESC;\", \"columns\": [\"class\", \"group_value\"], \"rows\": [{\"class\": \"0\", \"group_value\": 1284976.0}, {\"class\": \"1\", \"group_value\": 1082555.0}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 469.55}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..b4ace5cf87cdf6f8bf7b59a25d01039afb1ea725
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/run_manifest.json
@@ -0,0 +1,89 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T15:50:04.094944+00:00",
+  "ended_at": "2026-05-19T15:50:18.176877+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_d0d716996b610955",
+    "problem_id": "v2p_c10_d75dced0ac15a0ba",
+    "dataset_id": "c10",
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "family_id": "tail_rarity_structure",
+    "canonical_subitem_id": "tail_mass_similarity",
+    "intended_facet_id": "tail_ranked_signal",
+    "variant_semantic_role": "filtered_stable_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=class, measure_col=s4.",
+    "bindings": {
+      "group_col": "class",
+      "measure_col": "s4",
+      "top_k": 16,
+      "top_n": 4,
+      "num_tiles": 10,
+      "percentile_value": 0.9,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.05,
+      "baseline_multiplier": 1.75,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 4,
+      "measure_threshold": 2.98,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "measure_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "notes": [
+      "default_facets=tail_ranked_signal",
+      "template_selection_mode=rule",
+      "problem_index_within_template=5",
+      "sql_variant_index=2/2",
+      "binding_index=76"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 7,
+    "problem_index_within_template": 5,
+    "sql_variant_index": 2,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_d0d716996b610955.sql",
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_d0d716996b610955",
+    "api_calls": 0,
+    "input_tokens": 14284,
+    "cached_input_tokens": 12032,
+    "output_tokens": 658,
+    "total_tokens": 14942,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 13596.87,
+    "sql_execution_elapsed_ms_total": 469.55,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cba88937905d3cde4e47630e0916aabe93a0b6ae
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:50:17.705308+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13596.87, "started_at": "2026-05-19T15:50:04.107620+00:00", "ended_at": "2026-05-19T15:50:17.704521+00:00", "prompt_metrics": {"chars": 6934, "bytes_utf8": 6934, "lines": 228, "estimated_tokens": null}, "response_metrics": {"chars": 598, "bytes_utf8": 598, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14284, "cached_input_tokens": 12032, "output_tokens": 658, "reasoning_output_tokens": 494}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT \\\"class\\\", SUM(CAST(\\\"s4\\\" AS REAL)) AS group_value\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"class\\\"\\n), total AS (\\n    SELECT SUM(group_value) AS total_value\\n    FROM grouped\\n)\\nSELECT g.\\\"class\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.05\\nORDER BY g.group_value DESC;\",\"notes\":\"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\\\"class\\\" and measure_col=\\\"s4\\\". Cast \\\"s4\\\" to REAL because the schema stores it as TEXT.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..1828c4ef290e9135dd8ad86e5852c72d88605771
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c10",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c10_d0d716996b610955",
+  "api_calls": 0,
+  "input_tokens": 14284,
+  "cached_input_tokens": 12032,
+  "output_tokens": 658,
+  "total_tokens": 14942,
+  "cost_usd": 0.0,
+  "ai_cli_calls": 1,
+  "estimated_input_tokens": 0,
+  "estimated_output_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "ai_cli_json_usage",
+  "cli_elapsed_ms_total": 13596.87,
+  "sql_execution_elapsed_ms_total": 469.55,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d0d716996b610955/cli/conversation.jsonl",
+  "note": "Executed through a local AI CLI with structured usage metadata."
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..fc7e3719263117b519882dd501b11d457f18c48f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6293, "bytes_utf8": 6293, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 266, "bytes_utf8": 266, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14121, "cached_input_tokens": 12032, "output_tokens": 439, "reasoning_output_tokens": 357}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..90c566fd80011dfe63a212ecec7ca1b1e30d5ff4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_d4709e83a27747ed",
+    "api_calls": 0,
+    "input_tokens": 14121,
+    "cached_input_tokens": 12032,
+    "output_tokens": 439,
+    "total_tokens": 14560,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 15643.42,
+    "sql_execution_elapsed_ms_total": 508.32,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..239aa56bda9439b0830f0d9b81aba9c000b61405
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:32:21.119017+00:00",
+  "ended_at": "2026-05-19T15:32:36.762471+00:00",
+  "elapsed_ms": 15643.42,
+  "prompt_metrics": {
+    "chars": 6293,
+    "bytes_utf8": 6293,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 957,
+    "bytes_utf8": 957,
+    "lines": 5,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 266,
+      "bytes_utf8": 266,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14121,
+      "cached_input_tokens": 12032,
+      "output_tokens": 439,
+      "reasoning_output_tokens": 357
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a0127640f27f1994d5ea32972c16dc1fd96a8a4c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_count",
+    "template_name": "Grouped Count by Category",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=c2.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "c2",
+    "top_k": 14,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1f96520b6f7c3d175037560ea8f98e6fa7ba0527
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,5 @@
+{"type":"thread.started","thread_id":"019e40dd-d911-7080-afee-609e3d4c54c4"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1992286, Requested 14756. Please try again in 211ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"c2\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c2\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned Grouped Count by Category template with group_col bound to \\\"c2\\\" on table \\\"c10\\\".\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14121,"cached_input_tokens":12032,"output_tokens":439,"reasoning_output_tokens":357}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a8a23a9caf13aeb12feefcfcc068d902188edd21
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"c2\", COUNT(*) AS \"row_count\"\nFROM \"c10\"\nGROUP BY \"c2\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned Grouped Count by Category template with group_col bound to \"c2\" on table \"c10\"."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_d4709e83a27747ed/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..c55b741a7601d3205cf47b3853df1314433468b1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:05:27.398484+00:00",
+  "ended_at": "2026-05-19T16:05:30.402076+00:00",
+  "elapsed_ms": 3003.56,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6606,
+    "bytes_utf8": 6606,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..a21cf1c319577d1530b8b0361664fcae39c07dc7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:05:31.403808+00:00",
+  "ended_at": "2026-05-19T16:05:34.371577+00:00",
+  "elapsed_ms": 2967.73,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6606,
+    "bytes_utf8": 6606,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e474fde595170d522abb056845fdecef70dd1aac
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=s2, condition_col=s5.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "s2",
+    "condition_col": "s5",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "4",
+    "top_k": 11,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 9.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e474fde595170d522abb056845fdecef70dd1aac
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=s2, condition_col=s5.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "s2",
+    "condition_col": "s5",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "4",
+    "top_k": 11,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 9.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0d57ce7db200f8036b144a62fe15dac6529ec8f0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-2818-70c0-8e21-93ee7e6ef987"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b6fd24dac0d981fb6b4cc8f09d7b9e6c63a92eca
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-2818-70c0-8e21-93ee7e6ef987"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0218184313f6768e2db740f932347a8eedcd955a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-37a0-73c0-9b58-f21ccc5ade5f"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..dee9a6a34349325c7757c30a16687f89b23e7c41
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-37a0-73c0-9b58-f21ccc5ade5f"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e206d7f3ebfd5b5d/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..41d85353cbf1648c4c0cb6d5e59cba14cea2aeb3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7182, "bytes_utf8": 7182, "lines": 231, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 604, "bytes_utf8": 604, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14355, "cached_input_tokens": 13696, "output_tokens": 410, "reasoning_output_tokens": 230}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..e699f65385893bc89f3057bdeb7aa5ac77b90e00
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_e29b419605654ed9",
+    "api_calls": 0,
+    "input_tokens": 14355,
+    "cached_input_tokens": 13696,
+    "output_tokens": 410,
+    "total_tokens": 14765,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 11626.86,
+    "sql_execution_elapsed_ms_total": 520.69,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..4109c4b6866f14aa083e720bea6789daaec6ff7b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:43:20.554862+00:00",
+  "ended_at": "2026-05-19T15:43:32.181753+00:00",
+  "elapsed_ms": 11626.86,
+  "prompt_metrics": {
+    "chars": 7182,
+    "bytes_utf8": 7182,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 977,
+    "bytes_utf8": 977,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 604,
+      "bytes_utf8": 604,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14355,
+      "cached_input_tokens": 13696,
+      "output_tokens": 410,
+      "reasoning_output_tokens": 230
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..832032e354e3db74dc18fb2a529c49c6bd44c10d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_ratio_two_conditions",
+    "template_name": "Grouped Ratio of Two Conditions",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=class, condition_col=s1.",
+  "planned_template_id": "tpl_m4_group_ratio_two_conditions",
+  "bindings": {
+    "group_col": "class",
+    "condition_col": "s1",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 13,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 12.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..11cd545fe1009ee43059d59501d4c9a420e097aa
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e7-e901-7222-8d91-943c16d4c5c7"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n    SELECT \\\"class\\\",\\n           SUM(CASE WHEN \\\"s1\\\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"s1\\\" = '2' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"class\\\"\\n)\\nSELECT \\\"class\\\",\\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes the grouped ratio by \\\"class\\\" of rows where \\\"s1\\\" = '1' over rows where \\\"s1\\\" = '2', using NULLIF to avoid division by zero.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14355,"cached_input_tokens":13696,"output_tokens":410,"reasoning_output_tokens":230}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5818636a2e325f9712a0300567a2d9db7ce89ebe
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n    SELECT \"class\",\n           SUM(CASE WHEN \"s1\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN \"s1\" = '2' THEN 1 ELSE 0 END) AS denominator_count\n    FROM \"c10\"\n    GROUP BY \"class\"\n)\nSELECT \"class\",\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Computes the grouped ratio by \"class\" of rows where \"s1\" = '1' over rows where \"s1\" = '2', using NULLIF to avoid division by zero."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e29b419605654ed9/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..b03979a89b450b757dbb4f74db569b3b73ee1405
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:09:24.396303+00:00",
+  "ended_at": "2026-05-19T16:09:27.374106+00:00",
+  "elapsed_ms": 2977.76,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6372,
+    "bytes_utf8": 6372,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..b5cf2ca10cb0542486884f7c1eb8636e51adbe62
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:09:28.376481+00:00",
+  "ended_at": "2026-05-19T16:09:32.535603+00:00",
+  "elapsed_ms": 4159.08,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6372,
+    "bytes_utf8": 6372,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..53c124a16ea60f12fb4383af7b9d273ad87ad076
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=s3.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "s3",
+    "top_k": 10,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..53c124a16ea60f12fb4383af7b9d273ad87ad076
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=s3.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "s3",
+    "top_k": 10,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e5f8108c815704bb5fe8820335d20fbf4e668aad
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-c5b2-7c01-b238-cd1df3246d89"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0daa765b10b5888772d3e23613e9be55197952aa
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-c5b2-7c01-b238-cd1df3246d89"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..75d0f37bd58193238429c01f79af20d9f0f38e6a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-d533-7150-864a-9a4e66544b0e"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..54b6af4767bb46278b0a0a7f2ef0471f1ee6fc64
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-d533-7150-864a-9a4e66544b0e"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e2b7fba924f2736d/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..116f2256ef85628288c093ad92f74e3e22a12aa1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6373, "bytes_utf8": 6373, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 285, "bytes_utf8": 285, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14158, "cached_input_tokens": 13696, "output_tokens": 261, "reasoning_output_tokens": 170}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..06d0636c62f66eb7775fcfc5598aa802fb899765
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_e6adc0896ac7fb3d",
+    "api_calls": 0,
+    "input_tokens": 14158,
+    "cached_input_tokens": 13696,
+    "output_tokens": 261,
+    "total_tokens": 14419,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 7707.97,
+    "sql_execution_elapsed_ms_total": 390.28,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..901a1848a36c1f3a47bba7f6422d9e8851009e7c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:08:25.183147+00:00",
+  "ended_at": "2026-05-19T16:08:32.891144+00:00",
+  "elapsed_ms": 7707.97,
+  "prompt_metrics": {
+    "chars": 6373,
+    "bytes_utf8": 6373,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 638,
+    "bytes_utf8": 638,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 285,
+      "bytes_utf8": 285,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14158,
+      "cached_input_tokens": 13696,
+      "output_tokens": 261,
+      "reasoning_output_tokens": 170
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3ab4e718d1855879c42e9da040b338f82bb7b204
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=s1.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "s1",
+    "top_k": 16,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 9.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fe0497e54757c56128a8b2551cf86f570425de80
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-de6c-7011-a26a-8e2830c709d0"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n    \\\"s1\\\",\\n    COUNT(*) AS support\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s1\\\"\\nORDER BY support ASC, \\\"s1\\\"\\nLIMIT 16;\",\"notes\":\"Applied the fixed Low-Support Group Count template with group_col bound to \\\"s1\\\" and top_k=16.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14158,"cached_input_tokens":13696,"output_tokens":261,"reasoning_output_tokens":170}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..dbb00d80265cf80e6119e67983580e8a109d4528
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n    \"s1\",\n    COUNT(*) AS support\nFROM \"c10\"\nGROUP BY \"s1\"\nORDER BY support ASC, \"s1\"\nLIMIT 16;","notes":"Applied the fixed Low-Support Group Count template with group_col bound to \"s1\" and top_k=16."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e6adc0896ac7fb3d/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2370510699cbfe1aa6ede0491157533ab12a4c77
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/conversation.jsonl
@@ -0,0 +1,4 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6552, "bytes_utf8": 6552, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "}
+{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 6552, "bytes_utf8": 6552, "lines": 228, "estimated_tokens": null}}
+{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 722, "bytes_utf8": 722, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14185, "cached_input_tokens": 13696, "output_tokens": 751, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..3d025cd9ad9cc5154df174c35a48debe87bcda6d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 2,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_e92f213ca1a937a8",
+    "api_calls": 0,
+    "input_tokens": 14185,
+    "cached_input_tokens": 13696,
+    "output_tokens": 751,
+    "total_tokens": 14936,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 2,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 16846.45,
+    "sql_execution_elapsed_ms_total": 2681.04,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..6870268209771f215a53c11ea0d552d9d2cd8997
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:53:52.817608+00:00",
+  "ended_at": "2026-05-19T15:53:55.674559+00:00",
+  "elapsed_ms": 2856.92,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6552,
+    "bytes_utf8": 6552,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..72110a2658304074a4f16946cf89cf3dfc701ede
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:53:56.676823+00:00",
+  "ended_at": "2026-05-19T15:54:10.666395+00:00",
+  "elapsed_ms": 13989.53,
+  "prompt_metrics": {
+    "chars": 6552,
+    "bytes_utf8": 6552,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1158,
+    "bytes_utf8": 1158,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 722,
+      "bytes_utf8": 722,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14185,
+      "cached_input_tokens": 13696,
+      "output_tokens": 751,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4d65f58872f0407590373247aaec29eb7543369a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=s5, measure_col=c3.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "s5",
+    "measure_col": "c3",
+    "top_k": 15,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 8.92,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4d65f58872f0407590373247aaec29eb7543369a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=s5, measure_col=c3.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "s5",
+    "measure_col": "c3",
+    "top_k": 15,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 8.92,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8a43ecca3140d86c40bc00f78b0a869967d57638
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f1-8ecd-7421-b231-92a40a0aa253"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2a1dc4cb315e159b1a4b2b0e0344ba8cfca6fdd4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f1-8ecd-7421-b231-92a40a0aa253"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d28ee5b04aaf3d4ce9c6d62e64264cd723aad8df
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f1-9dde-7e93-abbd-88660b0c6c91"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n  SELECT\\n    \\\"s5\\\",\\n    CAST(\\\"c3\\\" AS REAL) AS \\\"measure\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"s5\\\"\\n      ORDER BY CAST(\\\"c3\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (\\n      PARTITION BY \\\"s5\\\"\\n    ) AS \\\"cnt\\\"\\n  FROM \\\"c10\\\"\\n  WHERE \\\"s5\\\" IS NOT NULL\\n    AND \\\"c3\\\" IS NOT NULL\\n)\\nSELECT\\n  \\\"s5\\\",\\n  MIN(\\\"measure\\\") AS \\\"percentile_measure\\\"\\nFROM \\\"ranked\\\"\\nWHERE \\\"rn\\\" >= 0.95 * \\\"cnt\\\"\\nGROUP BY \\\"s5\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this uses a window-function-based nearest-rank 95th percentile point for grouped values of \\\"c3\\\" by \\\"s5\\\".\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14185,"cached_input_tokens":13696,"output_tokens":751,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a76e7ae4fb741213808cb73c8deefada3f2a8510
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_response_attempt_2.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ranked\" AS (\n  SELECT\n    \"s5\",\n    CAST(\"c3\" AS REAL) AS \"measure\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"s5\"\n      ORDER BY CAST(\"c3\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (\n      PARTITION BY \"s5\"\n    ) AS \"cnt\"\n  FROM \"c10\"\n  WHERE \"s5\" IS NOT NULL\n    AND \"c3\" IS NOT NULL\n)\nSELECT\n  \"s5\",\n  MIN(\"measure\") AS \"percentile_measure\"\nFROM \"ranked\"\nWHERE \"rn\" >= 0.95 * \"cnt\"\nGROUP BY \"s5\"\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite does not support PERCENTILE_CONT, so this uses a window-function-based nearest-rank 95th percentile point for grouped values of \"c3\" by \"s5\"."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e92f213ca1a937a8/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cccb5ae5953c5b2f22db90ab62bcf06702b86fc8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6548, "bytes_utf8": 6548, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1703, "bytes_utf8": 1703, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14185, "cached_input_tokens": 13696, "output_tokens": 1105, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..a78e00ec46c28e9c09d6a96bca2e11f8d472c158
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_e95c606c8b51b765",
+    "api_calls": 0,
+    "input_tokens": 14185,
+    "cached_input_tokens": 13696,
+    "output_tokens": 1105,
+    "total_tokens": 15290,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 22167.51,
+    "sql_execution_elapsed_ms_total": 4837.34,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..acd4e3bed3ea0266eb5c7a782dcc4f62159a6c25
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:53:25.793277+00:00",
+  "ended_at": "2026-05-19T15:53:47.960861+00:00",
+  "elapsed_ms": 22167.51,
+  "prompt_metrics": {
+    "chars": 6548,
+    "bytes_utf8": 6548,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 2300,
+    "bytes_utf8": 2300,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 1703,
+      "bytes_utf8": 1703,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14185,
+      "cached_input_tokens": 13696,
+      "output_tokens": 1105,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9d09af708bb251ccd892f27e7d6f4a010e41598c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=s5, measure_col=c3.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "s5",
+    "measure_col": "c3",
+    "top_k": 10,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9303c1e09031ee6b34d5d7b046cc3e41d1422d20
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f1-253e-7b32-8fbe-55305d6e162a"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n  SELECT\\n    \\\"s5\\\",\\n    CAST(\\\"c3\\\" AS REAL) AS \\\"measure_value\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"s5\\\"\\n      ORDER BY CAST(\\\"c3\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (\\n      PARTITION BY \\\"s5\\\"\\n    ) AS \\\"cnt\\\"\\n  FROM \\\"c10\\\"\\n),\\n\\\"targets\\\" AS (\\n  SELECT DISTINCT\\n    \\\"s5\\\",\\n    (1.0 + 0.9 * (\\\"cnt\\\" - 1)) AS \\\"target_pos\\\",\\n    CAST((1.0 + 0.9 * (\\\"cnt\\\" - 1)) AS INTEGER) AS \\\"lower_rn\\\",\\n    CASE\\n      WHEN CAST((1.0 + 0.9 * (\\\"cnt\\\" - 1)) AS INTEGER) < (1.0 + 0.9 * (\\\"cnt\\\" - 1))\\n        THEN CAST((1.0 + 0.9 * (\\\"cnt\\\" - 1)) AS INTEGER) + 1\\n      ELSE CAST((1.0 + 0.9 * (\\\"cnt\\\" - 1)) AS INTEGER)\\n    END AS \\\"upper_rn\\\"\\n  FROM \\\"ordered\\\"\\n),\\n\\\"picked\\\" AS (\\n  SELECT\\n    o.\\\"s5\\\",\\n    t.\\\"target_pos\\\",\\n    MAX(CASE WHEN o.\\\"rn\\\" = t.\\\"lower_rn\\\" THEN o.\\\"measure_value\\\" END) AS \\\"lower_val\\\",\\n    MAX(CASE WHEN o.\\\"rn\\\" = t.\\\"upper_rn\\\" THEN o.\\\"measure_value\\\" END) AS \\\"upper_val\\\"\\n  FROM \\\"ordered\\\" AS o\\n  JOIN \\\"targets\\\" AS t\\n    ON o.\\\"s5\\\" = t.\\\"s5\\\"\\n  GROUP BY o.\\\"s5\\\", t.\\\"target_pos\\\"\\n)\\nSELECT\\n  \\\"s5\\\",\\n  CASE\\n    WHEN \\\"lower_val\\\" IS NULL THEN NULL\\n    WHEN \\\"upper_val\\\" IS NULL THEN \\\"lower_val\\\"\\n    WHEN \\\"target_pos\\\" = CAST(\\\"target_pos\\\" AS INTEGER) THEN \\\"lower_val\\\"\\n    ELSE \\\"lower_val\\\" + (\\\"target_pos\\\" - CAST(\\\"target_pos\\\" AS INTEGER)) * (\\\"upper_val\\\" - \\\"lower_val\\\")\\n  END AS \\\"percentile_measure\\\"\\nFROM \\\"picked\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"Emulates SQLite-compatible PERCENTILE_CONT(0.9) within each \\\"s5\\\" group over numeric \\\"c3\\\" values using window functions and linear interpolation.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14185,"cached_input_tokens":13696,"output_tokens":1105,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4f025b6cd86a76306796369ae96b77619030f766
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ordered\" AS (\n  SELECT\n    \"s5\",\n    CAST(\"c3\" AS REAL) AS \"measure_value\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"s5\"\n      ORDER BY CAST(\"c3\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (\n      PARTITION BY \"s5\"\n    ) AS \"cnt\"\n  FROM \"c10\"\n),\n\"targets\" AS (\n  SELECT DISTINCT\n    \"s5\",\n    (1.0 + 0.9 * (\"cnt\" - 1)) AS \"target_pos\",\n    CAST((1.0 + 0.9 * (\"cnt\" - 1)) AS INTEGER) AS \"lower_rn\",\n    CASE\n      WHEN CAST((1.0 + 0.9 * (\"cnt\" - 1)) AS INTEGER) < (1.0 + 0.9 * (\"cnt\" - 1))\n        THEN CAST((1.0 + 0.9 * (\"cnt\" - 1)) AS INTEGER) + 1\n      ELSE CAST((1.0 + 0.9 * (\"cnt\" - 1)) AS INTEGER)\n    END AS \"upper_rn\"\n  FROM \"ordered\"\n),\n\"picked\" AS (\n  SELECT\n    o.\"s5\",\n    t.\"target_pos\",\n    MAX(CASE WHEN o.\"rn\" = t.\"lower_rn\" THEN o.\"measure_value\" END) AS \"lower_val\",\n    MAX(CASE WHEN o.\"rn\" = t.\"upper_rn\" THEN o.\"measure_value\" END) AS \"upper_val\"\n  FROM \"ordered\" AS o\n  JOIN \"targets\" AS t\n    ON o.\"s5\" = t.\"s5\"\n  GROUP BY o.\"s5\", t.\"target_pos\"\n)\nSELECT\n  \"s5\",\n  CASE\n    WHEN \"lower_val\" IS NULL THEN NULL\n    WHEN \"upper_val\" IS NULL THEN \"lower_val\"\n    WHEN \"target_pos\" = CAST(\"target_pos\" AS INTEGER) THEN \"lower_val\"\n    ELSE \"lower_val\" + (\"target_pos\" - CAST(\"target_pos\" AS INTEGER)) * (\"upper_val\" - \"lower_val\")\n  END AS \"percentile_measure\"\nFROM \"picked\"\nORDER BY \"percentile_measure\" DESC;","notes":"Emulates SQLite-compatible PERCENTILE_CONT(0.9) within each \"s5\" group over numeric \"c3\" values using window functions and linear interpolation."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_e95c606c8b51b765/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..9b6eb24efdf3f71d4cf3d279ec79a29c4d3b8a36
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:44.785344+00:00",
+  "ended_at": "2026-05-19T16:06:47.986563+00:00",
+  "elapsed_ms": 3201.19,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6320,
+    "bytes_utf8": 6320,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f4c5d6318726fc8c431ee67e8c22210eaa788c92
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:48.988841+00:00",
+  "ended_at": "2026-05-19T16:06:51.741614+00:00",
+  "elapsed_ms": 2752.74,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6320,
+    "bytes_utf8": 6320,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e52c2f138069970075261120a002ff2ead1da845
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_threshold_rarity_cdf",
+    "template_name": "Threshold Rarity CDF",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=s1.",
+  "planned_template_id": "tpl_threshold_rarity_cdf",
+  "bindings": {
+    "measure_col": "s1",
+    "top_k": 10,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e52c2f138069970075261120a002ff2ead1da845
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_threshold_rarity_cdf",
+    "template_name": "Threshold Rarity CDF",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=s1.",
+  "planned_template_id": "tpl_threshold_rarity_cdf",
+  "bindings": {
+    "measure_col": "s1",
+    "top_k": 10,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..cc4bdd37e0a144e6360febd777311c5de4924dd1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-564c-7fd3-8afe-14218f9bfd13"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c9489dff06b03fd15fe56f4da27e80734186018d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-564c-7fd3-8afe-14218f9bfd13"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2faddf9f1cc9787f89d5241df779e8e09e66cd4f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-66b7-7851-8543-bee8c0e6da75"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fd7ed62ceb11ec95dbf10fa5d2001f8ea385d51b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-66b7-7851-8543-bee8c0e6da75"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed72b63222fbca99/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..11455a5e871e3b399ed48b5ab47955e149553504
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=c1, measure_col=s5.
+Result preview: [{"c1": "6", "group_value": 198277.0}, {"c1": "1", "group_value": 197997.0}, {"c1": "11", "group_value": 197789.0}, {"c1": "4", "group_value": 197714.0}, {"c1": "12", "group_value": 197538.0}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..4428a822d59e8f62de1fdf6e8cb3b8118f076c24
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/generated_sql.sql
@@ -0,0 +1,26 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: tail_rarity_structure
+-- canonical_subitem_id: tail_mass_similarity
+-- intended_facet_id: tail_ranked_signal
+-- variant_semantic_role: filtered_stable_view
+-- template_id: tpl_tpch_relative_total_threshold
+-- query_record_id: v2q_c10_ed7a8b57363cbf51
+-- problem_id: v2p_c10_6f2e83341b02f035
+-- realization_mode: agent
+-- source_kind: agent
+WITH grouped AS (
+    SELECT "c1", SUM(CAST("s5" AS REAL)) AS group_value
+    FROM "c10"
+    GROUP BY "c1"
+), total AS (
+    SELECT SUM(group_value) AS total_value
+    FROM grouped
+)
+SELECT g."c1", g.group_value
+FROM grouped AS g
+CROSS JOIN total AS t
+WHERE g.group_value > t.total_value * 0.05
+ORDER BY g.group_value DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2009831abc759fbc2a88417d6ecd7f994967f9e1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/query_results.jsonl
@@ -0,0 +1 @@
+{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n    SELECT \"c1\", SUM(CAST(\"s5\" AS REAL)) AS group_value\n    FROM \"c10\"\n    GROUP BY \"c1\"\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.\"c1\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.05\nORDER BY g.group_value DESC;", "result": "{\"query\": \"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT \\\"c1\\\", SUM(CAST(\\\"s5\\\" AS REAL)) AS group_value\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"c1\\\"\\n), total AS (\\n    SELECT SUM(group_value) AS total_value\\n    FROM grouped\\n)\\nSELECT g.\\\"c1\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.05\\nORDER BY g.group_value DESC;\", \"columns\": [\"c1\", \"group_value\"], \"rows\": [{\"c1\": \"6\", \"group_value\": 198277.0}, {\"c1\": \"1\", \"group_value\": 197997.0}, {\"c1\": \"11\", \"group_value\": 197789.0}, {\"c1\": \"4\", \"group_value\": 197714.0}, {\"c1\": \"12\", \"group_value\": 197538.0}, {\"c1\": \"13\", \"group_value\": 196900.0}, {\"c1\": \"2\", \"group_value\": 196806.0}, {\"c1\": \"10\", \"group_value\": 196792.0}, {\"c1\": \"3\", \"group_value\": 196694.0}, {\"c1\": \"5\", \"group_value\": 196616.0}, {\"c1\": \"8\", \"group_value\": 196583.0}, {\"c1\": \"7\", \"group_value\": 196127.0}, {\"c1\": \"9\", \"group_value\": 196076.0}], \"row_count_returned\": 13, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 664.47}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c366c45b5918f23815e756d48f750bf188474e2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/run_manifest.json
@@ -0,0 +1,89 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T15:50:57.883698+00:00",
+  "ended_at": "2026-05-19T15:51:11.671070+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_ed7a8b57363cbf51",
+    "problem_id": "v2p_c10_6f2e83341b02f035",
+    "dataset_id": "c10",
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "family_id": "tail_rarity_structure",
+    "canonical_subitem_id": "tail_mass_similarity",
+    "intended_facet_id": "tail_ranked_signal",
+    "variant_semantic_role": "filtered_stable_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=c1, measure_col=s5.",
+    "bindings": {
+      "group_col": "c1",
+      "measure_col": "s5",
+      "top_k": 18,
+      "top_n": 6,
+      "num_tiles": 10,
+      "percentile_value": 0.9,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.05,
+      "baseline_multiplier": 1.75,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 4,
+      "measure_threshold": 2.98,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "measure_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "notes": [
+      "default_facets=tail_ranked_signal",
+      "template_selection_mode=rule",
+      "problem_index_within_template=7",
+      "sql_variant_index=2/2",
+      "binding_index=78"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 7,
+    "problem_index_within_template": 7,
+    "sql_variant_index": 2,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_ed7a8b57363cbf51.sql",
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_ed7a8b57363cbf51",
+    "api_calls": 0,
+    "input_tokens": 14285,
+    "cached_input_tokens": 13696,
+    "output_tokens": 411,
+    "total_tokens": 14696,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 13102.17,
+    "sql_execution_elapsed_ms_total": 664.47,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..79acb7e73e4e4fdc4ad92a789b85d05646f4e0d8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:51:11.003529+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13102.17, "started_at": "2026-05-19T15:50:57.900320+00:00", "ended_at": "2026-05-19T15:51:11.002533+00:00", "prompt_metrics": {"chars": 6928, "bytes_utf8": 6928, "lines": 228, "estimated_tokens": null}, "response_metrics": {"chars": 604, "bytes_utf8": 604, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14285, "cached_input_tokens": 13696, "output_tokens": 411, "reasoning_output_tokens": 240}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT \\\"c1\\\", SUM(CAST(\\\"s5\\\" AS REAL)) AS group_value\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"c1\\\"\\n), total AS (\\n    SELECT SUM(group_value) AS total_value\\n    FROM grouped\\n)\\nSELECT g.\\\"c1\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.05\\nORDER BY g.group_value DESC;\",\"notes\":\"Applied the requested template with group_col=\\\"c1\\\" and measure_col=\\\"s5\\\". CAST(\\\"s5\\\" AS REAL) is used because the schema stores fields as TEXT, while SUM requires numeric aggregation.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..07bf05b58999065e8e6d51a609722a1aebcaf7ce
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c10",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c10_ed7a8b57363cbf51",
+  "api_calls": 0,
+  "input_tokens": 14285,
+  "cached_input_tokens": 13696,
+  "output_tokens": 411,
+  "total_tokens": 14696,
+  "cost_usd": 0.0,
+  "ai_cli_calls": 1,
+  "estimated_input_tokens": 0,
+  "estimated_output_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "ai_cli_json_usage",
+  "cli_elapsed_ms_total": 13102.17,
+  "sql_execution_elapsed_ms_total": 664.47,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ed7a8b57363cbf51/cli/conversation.jsonl",
+  "note": "Executed through a local AI CLI with structured usage metadata."
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..fc146742abac6b4ff2a447865dd09e97266d422b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6370, "bytes_utf8": 6370, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 320, "bytes_utf8": 320, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14147, "cached_input_tokens": 12032, "output_tokens": 316, "reasoning_output_tokens": 217}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..aa4104134418e54132280e43f95d8b4f784dea3a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_ee08fea28e7e4078",
+    "api_calls": 0,
+    "input_tokens": 14147,
+    "cached_input_tokens": 12032,
+    "output_tokens": 316,
+    "total_tokens": 14463,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 11751.9,
+    "sql_execution_elapsed_ms_total": 505.24,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..38689cd73c625fac0b3e6bf4c754b526a875c90e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:30:26.250851+00:00",
+  "ended_at": "2026-05-19T15:30:38.002777+00:00",
+  "elapsed_ms": 11751.9,
+  "prompt_metrics": {
+    "chars": 6370,
+    "bytes_utf8": 6370,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 682,
+    "bytes_utf8": 682,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 320,
+      "bytes_utf8": 320,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14147,
+      "cached_input_tokens": 12032,
+      "output_tokens": 316,
+      "reasoning_output_tokens": 217
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c379c02d09c486dc6647359968dcf6e5d4dfc93f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=c3, measure_col=c3.",
+  "planned_template_id": "tpl_h2o_group_sum",
+  "bindings": {
+    "group_col": "c3",
+    "measure_col": "c3",
+    "top_k": 10,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7a3b73f3448d19054b4e1ada0888112a56f852b1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40dc-1858-7162-a4a9-2c850aca23ab"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"c3\\\", SUM(CAST(\\\"c3\\\" AS NUMERIC)) AS \\\"total_measure\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c3\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the required grouped-sum template with \\\"c3\\\" as both group and measure. CAST is applied because the schema stores \\\"c3\\\" as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14147,"cached_input_tokens":12032,"output_tokens":316,"reasoning_output_tokens":217}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f14f7b62db5e389507bc60680257681b834be476
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"c3\", SUM(CAST(\"c3\" AS NUMERIC)) AS \"total_measure\"\nFROM \"c10\"\nGROUP BY \"c3\"\nORDER BY \"total_measure\" DESC;","notes":"Used the required grouped-sum template with \"c3\" as both group and measure. CAST is applied because the schema stores \"c3\" as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ee08fea28e7e4078/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..ebf8b8c3818ca93bc81b79af5db182fa18e80066
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_ef0f66175b1c0c50",
+    "api_calls": 0,
+    "input_tokens": 14283,
+    "cached_input_tokens": 13696,
+    "output_tokens": 557,
+    "total_tokens": 14840,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 12153.18,
+    "sql_execution_elapsed_ms_total": 560.81,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..88a2553d50a41b18937770adfee9371981b2baaa
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:51:26.124066+00:00",
+  "ended_at": "2026-05-19T15:51:38.277276+00:00",
+  "elapsed_ms": 12153.18,
+  "prompt_metrics": {
+    "chars": 6927,
+    "bytes_utf8": 6927,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 976,
+    "bytes_utf8": 976,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 605,
+      "bytes_utf8": 605,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14283,
+      "cached_input_tokens": 13696,
+      "output_tokens": 557,
+      "reasoning_output_tokens": 385
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b7d7a14d6dbd464e36af8e6f3ec2ae9e30c820c3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=s2, measure_col=c5.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "s2",
+    "measure_col": "c5",
+    "top_k": 19,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 9.92,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b01763bb8823ea30fd1c23dee9fde19281d3531d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ef-51df-7f43-a83e-6a6f4f523b7f"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT \\\"s2\\\", SUM(CAST(\\\"c5\\\" AS REAL)) AS group_value\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"s2\\\"\\n), total AS (\\n    SELECT SUM(group_value) AS total_value\\n    FROM grouped\\n)\\nSELECT g.\\\"s2\\\", g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.05\\nORDER BY g.group_value DESC;\",\"notes\":\"Applied the planned Relative-to-Total Extreme Threshold template with group_col=\\\"s2\\\" and measure_col=\\\"c5\\\". CAST(\\\"c5\\\" AS REAL) is used because the SQLite schema stores fields as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14283,"cached_input_tokens":13696,"output_tokens":557,"reasoning_output_tokens":385}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..bc52a94257adc641970d53c883f42fcedb0d30b9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n    SELECT \"s2\", SUM(CAST(\"c5\" AS REAL)) AS group_value\n    FROM \"c10\"\n    GROUP BY \"s2\"\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.\"s2\", g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.05\nORDER BY g.group_value DESC;","notes":"Applied the planned Relative-to-Total Extreme Threshold template with group_col=\"s2\" and measure_col=\"c5\". CAST(\"c5\" AS REAL) is used because the SQLite schema stores fields as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ef0f66175b1c0c50/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5e22ec97eee71b31652b641de15ecf10c7f5bdc6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6926, "bytes_utf8": 6926, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 662, "bytes_utf8": 662, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14285, "cached_input_tokens": 12032, "output_tokens": 674, "reasoning_output_tokens": 471}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..256b3b155c55c0148eff1f75e00fe549720e6e8b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_f06a2e3710be2021",
+    "api_calls": 0,
+    "input_tokens": 14285,
+    "cached_input_tokens": 12032,
+    "output_tokens": 674,
+    "total_tokens": 14959,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 13720.17,
+    "sql_execution_elapsed_ms_total": 566.95,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..0d5da74e3749d82d6a583fb8cdbc6c8d2c4fb18b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:48:33.472160+00:00",
+  "ended_at": "2026-05-19T15:48:47.192363+00:00",
+  "elapsed_ms": 13720.17,
+  "prompt_metrics": {
+    "chars": 6926,
+    "bytes_utf8": 6926,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1082,
+    "bytes_utf8": 1082,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 662,
+      "bytes_utf8": 662,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14285,
+      "cached_input_tokens": 12032,
+      "output_tokens": 674,
+      "reasoning_output_tokens": 471
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..786c84f91bbd155290347ea1983c22cbb535f8ac
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=c4, measure_col=c2.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "c4",
+    "measure_col": "c2",
+    "top_k": 13,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 12.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a093db034b09f4b26fa33afac8c5173e378b2265
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ec-af34-73e3-ae10-55e7ef742665"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH \\\"grouped\\\" AS (\\n    SELECT \\\"c4\\\", SUM(CAST(\\\"c2\\\" AS REAL)) AS \\\"group_value\\\"\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"c4\\\"\\n),\\n\\\"total\\\" AS (\\n    SELECT SUM(\\\"group_value\\\") AS \\\"total_value\\\"\\n    FROM \\\"grouped\\\"\\n)\\nSELECT g.\\\"c4\\\", g.\\\"group_value\\\"\\nFROM \\\"grouped\\\" AS g\\nCROSS JOIN \\\"total\\\" AS t\\nWHERE g.\\\"group_value\\\" > t.\\\"total_value\\\" * 0.1\\nORDER BY g.\\\"group_value\\\" DESC;\",\"notes\":\"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\\\"c4\\\", measure_col=\\\"c2\\\", and fraction_threshold=0.1. CAST is used because \\\"c2\\\" is stored as TEXT in the schema.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14285,"cached_input_tokens":12032,"output_tokens":674,"reasoning_output_tokens":471}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..add6144315274f5c99a22a7cd9000de52a283673
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH \"grouped\" AS (\n    SELECT \"c4\", SUM(CAST(\"c2\" AS REAL)) AS \"group_value\"\n    FROM \"c10\"\n    GROUP BY \"c4\"\n),\n\"total\" AS (\n    SELECT SUM(\"group_value\") AS \"total_value\"\n    FROM \"grouped\"\n)\nSELECT g.\"c4\", g.\"group_value\"\nFROM \"grouped\" AS g\nCROSS JOIN \"total\" AS t\nWHERE g.\"group_value\" > t.\"total_value\" * 0.1\nORDER BY g.\"group_value\" DESC;","notes":"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\"c4\", measure_col=\"c2\", and fraction_threshold=0.1. CAST is used because \"c2\" is stored as TEXT in the schema."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f06a2e3710be2021/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f9295d857f97a27de1b764ee0b07a34051dc03b0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:11:03.260923+00:00",
+  "ended_at": "2026-05-19T16:11:06.729819+00:00",
+  "elapsed_ms": 3468.87,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6452,
+    "bytes_utf8": 6452,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..7207f91d5ddc35dc50dc1aa193b17d255de1d8b8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:11:07.731951+00:00",
+  "ended_at": "2026-05-19T16:11:10.685934+00:00",
+  "elapsed_ms": 2953.95,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6452,
+    "bytes_utf8": 6452,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e510f811a62a1d5b392511ec0f788bd0c302e347
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=c2, measure_col=c3.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "c2",
+    "measure_col": "c3",
+    "top_k": 10,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e510f811a62a1d5b392511ec0f788bd0c302e347
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=c2, measure_col=c3.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "c2",
+    "measure_col": "c3",
+    "top_k": 10,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 10.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..01c23e4d7514eb301fb34e0335e2404533bf0038
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-47d8-7b60-afa0-2663662289ae"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d6f17d727f3aef647c26b163793e1cc862cbaa37
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-47d8-7b60-afa0-2663662289ae"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f9f7f3ca0f346796296fa31d313bc1f5e9f34c2b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-5951-7e00-ac0e-a52ac42d6985"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..012c233cdf74264c0548b801c8b3c5a969864ec0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-5951-7e00-ac0e-a52ac42d6985"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f136548ccd94872a/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8657b3611afbaa67551c8d6f8ae45a5adf7f3591
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=s5, condition_col=class.
+Result preview: [{"s5": "3", "condition_rate": 0.5027306180806763}, {"s5": "4", "condition_rate": 0.5014835291227878}, {"s5": "1", "condition_rate": 0.5004415260072433}, {"s5": "2", "condition_rate": 0.5000156569254496}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..e850ebde9674db14e16ce300545e48a73b44994b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_a
+-- sql_source_dataset_id: c10
+-- family_id: conditional_dependency_structure
+-- canonical_subitem_id: dependency_strength_similarity
+-- intended_facet_id: pairwise_conditional_dependency
+-- variant_semantic_role: within_group_proportion
+-- template_id: tpl_m4_group_condition_rate
+-- query_record_id: v2q_c10_f13e0e6602b85f7a
+-- problem_id: v2p_c10_57f4ff1a1b358f18
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "s5",
+       AVG(CASE WHEN "class" = '0' THEN 1 ELSE 0 END) AS condition_rate
+FROM "c10"
+GROUP BY "s5"
+ORDER BY condition_rate DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..33b883d7f59ea1058613f28746e98fdaa5915c1e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/query_results.jsonl
@@ -0,0 +1 @@
+{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"s5\",\n       AVG(CASE WHEN \"class\" = '0' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"c10\"\nGROUP BY \"s5\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"s5\\\",\\n       AVG(CASE WHEN \\\"class\\\" = '0' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s5\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"s5\", \"condition_rate\"], \"rows\": [{\"s5\": \"3\", \"condition_rate\": 0.5027306180806763}, {\"s5\": \"4\", \"condition_rate\": 0.5014835291227878}, {\"s5\": \"1\", \"condition_rate\": 0.5004415260072433}, {\"s5\": \"2\", \"condition_rate\": 0.5000156569254496}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 563.8}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..629fe814b56abf6084ad8011cd0e02303d9a5029
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T16:03:44.970215+00:00",
+  "ended_at": "2026-05-19T16:03:55.957051+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_f13e0e6602b85f7a",
+    "problem_id": "v2p_c10_57f4ff1a1b358f18",
+    "dataset_id": "c10",
+    "template_id": "tpl_m4_group_condition_rate",
+    "template_name": "Grouped Condition Rate",
+    "family_id": "conditional_dependency_structure",
+    "canonical_subitem_id": "dependency_strength_similarity",
+    "intended_facet_id": "pairwise_conditional_dependency",
+    "variant_semantic_role": "within_group_proportion",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=s5, condition_col=class.",
+    "bindings": {
+      "group_col": "s5",
+      "condition_col": "class",
+      "condition_value": "0",
+      "positive_value": "0",
+      "negative_value": "1",
+      "top_k": 11,
+      "top_n": 3,
+      "num_tiles": 10,
+      "percentile_value": 0.95,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.1,
+      "baseline_multiplier": 1.5,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 5,
+      "measure_threshold": 3.25,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "condition_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col},\n       AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;",
+    "notes": [
+      "default_facets=pairwise_conditional_dependency",
+      "template_selection_mode=rule",
+      "problem_index_within_template=1",
+      "sql_variant_index=1/2",
+      "binding_index=96"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 9,
+    "problem_index_within_template": 1,
+    "sql_variant_index": 1,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/sql/v2q_c10_f13e0e6602b85f7a.sql",
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_f13e0e6602b85f7a",
+    "api_calls": 0,
+    "input_tokens": 14208,
+    "cached_input_tokens": 12032,
+    "output_tokens": 409,
+    "total_tokens": 14617,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 10404.55,
+    "sql_execution_elapsed_ms_total": 563.8,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f673719b7f867ddce5ae41926658b152a125b582
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T16:03:55.391211+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10404.55, "started_at": "2026-05-19T16:03:44.985821+00:00", "ended_at": "2026-05-19T16:03:55.390401+00:00", "prompt_metrics": {"chars": 6627, "bytes_utf8": 6627, "lines": 231, "estimated_tokens": null}, "response_metrics": {"chars": 472, "bytes_utf8": 472, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14208, "cached_input_tokens": 12032, "output_tokens": 409, "reasoning_output_tokens": 282}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"s5\\\",\\n       AVG(CASE WHEN \\\"class\\\" = '0' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c10\\\"\\nGROUP BY \\\"s5\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the Grouped Condition Rate template with group_col=\\\"s5\\\" and condition_col=\\\"class\\\", computing the within-group proportion where \\\"class\\\" = '0'. The comparison uses text literal '0' because the schema snapshot shows \\\"class\\\" is stored as TEXT.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..645294207c062a9bfb45475edb3dc7cf69631598
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c10",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c10_f13e0e6602b85f7a",
+  "api_calls": 0,
+  "input_tokens": 14208,
+  "cached_input_tokens": 12032,
+  "output_tokens": 409,
+  "total_tokens": 14617,
+  "cost_usd": 0.0,
+  "ai_cli_calls": 1,
+  "estimated_input_tokens": 0,
+  "estimated_output_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "ai_cli_json_usage",
+  "cli_elapsed_ms_total": 10404.55,
+  "sql_execution_elapsed_ms_total": 563.8,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f13e0e6602b85f7a/cli/conversation.jsonl",
+  "note": "Executed through a local AI CLI with structured usage metadata."
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..1bd51750bd7fb1f847211d94a2198274f0fd821e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7177, "bytes_utf8": 7177, "lines": 231, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 664, "bytes_utf8": 664, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14356, "cached_input_tokens": 12032, "output_tokens": 400, "reasoning_output_tokens": 211}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..7f7ab5d4981fd4cac2335a380b54991f22ca52b1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_f3a66bb297cf2911",
+    "api_calls": 0,
+    "input_tokens": 14356,
+    "cached_input_tokens": 12032,
+    "output_tokens": 400,
+    "total_tokens": 14756,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 16787.17,
+    "sql_execution_elapsed_ms_total": 573.74,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..511363bb0382c1ea7b5838b341ec9201a54e7998
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:42:05.002116+00:00",
+  "ended_at": "2026-05-19T15:42:21.789323+00:00",
+  "elapsed_ms": 16787.17,
+  "prompt_metrics": {
+    "chars": 7177,
+    "bytes_utf8": 7177,
+    "lines": 231,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1699,
+    "bytes_utf8": 1699,
+    "lines": 6,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 664,
+      "bytes_utf8": 664,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14356,
+      "cached_input_tokens": 12032,
+      "output_tokens": 400,
+      "reasoning_output_tokens": 211
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..11d8b6b61a9cccda07fac21fb4b44cc331faedf4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,231 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_group_ratio_two_conditions",
+    "template_name": "Grouped Ratio of Two Conditions",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=c3, condition_col=s2.",
+  "planned_template_id": "tpl_m4_group_ratio_two_conditions",
+  "bindings": {
+    "group_col": "c3",
+    "condition_col": "s2",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "2",
+    "top_k": 13,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..99a00754a2a22340aa0d4fe223001c0605ed82a8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,6 @@
+{"type":"thread.started","thread_id":"019e40e6-c1e9-7f52-89fb-ff1b16d31af6"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1992353, Requested 14991. Please try again in 220ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 14991. Please try again in 449ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n    SELECT \\\"c3\\\",\\n           SUM(CASE WHEN \\\"s2\\\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"s2\\\" = '2' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"c3\\\"\\n)\\nSELECT \\\"c3\\\",\\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applied the planned grouped ratio template with group_col=\\\"c3\\\" and condition_col=\\\"s2\\\", using positive_value='1' and negative_value='2'. Identifiers are double-quoted and NULLIF avoids division-by-zero.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14356,"cached_input_tokens":12032,"output_tokens":400,"reasoning_output_tokens":211}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0dd3ab86558fe4581e3f06db7c0b294410fb5e0c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n    SELECT \"c3\",\n           SUM(CASE WHEN \"s2\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN \"s2\" = '2' THEN 1 ELSE 0 END) AS denominator_count\n    FROM \"c10\"\n    GROUP BY \"c3\"\n)\nSELECT \"c3\",\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Applied the planned grouped ratio template with group_col=\"c3\" and condition_col=\"s2\", using positive_value='1' and negative_value='2'. Identifiers are double-quoted and NULLIF avoids division-by-zero."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f3a66bb297cf2911/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5f959134f1ef4e14a33b22a7ede839757c077ac8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6373, "bytes_utf8": 6373, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 343, "bytes_utf8": 343, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14147, "cached_input_tokens": 12032, "output_tokens": 386, "reasoning_output_tokens": 281}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..b1c38df5150781547f2263de087dfdeccd8a9e9e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_f4592938dd917a42",
+    "api_calls": 0,
+    "input_tokens": 14147,
+    "cached_input_tokens": 12032,
+    "output_tokens": 386,
+    "total_tokens": 14533,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 9301.75,
+    "sql_execution_elapsed_ms_total": 482.75,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..cbd6af2cf51c27f22bd391c62be772e189b4f815
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:28:51.932296+00:00",
+  "ended_at": "2026-05-19T15:29:01.234071+00:00",
+  "elapsed_ms": 9301.75,
+  "prompt_metrics": {
+    "chars": 6373,
+    "bytes_utf8": 6373,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 709,
+    "bytes_utf8": 709,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 343,
+      "bytes_utf8": 343,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14147,
+      "cached_input_tokens": 12032,
+      "output_tokens": 386,
+      "reasoning_output_tokens": 281
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0cd4ad374df14cd347ff180fad5afb7f3901788d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=c1, measure_col=c1.",
+  "planned_template_id": "tpl_h2o_group_sum",
+  "bindings": {
+    "group_col": "c1",
+    "measure_col": "c1",
+    "top_k": 16,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 7.56,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5fda213ce6813c9f17f9c90afe13f91d94ea7a75
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40da-a7e8-7260-bfdb-fa120cc34b54"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"c1\\\", SUM(CAST(\\\"c1\\\" AS INTEGER)) AS \\\"total_measure\\\"\\nFROM \\\"c10\\\"\\nGROUP BY \\\"c1\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the planned Grouped Numeric Sum template with group_col=\\\"c1\\\" and measure_col=\\\"c1\\\". CAST is applied because \\\"c1\\\" is stored as TEXT in SQLite schema.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14147,"cached_input_tokens":12032,"output_tokens":386,"reasoning_output_tokens":281}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..847c0fb1186126503bc4f9e18bddb4efc35ab732
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"c1\", SUM(CAST(\"c1\" AS INTEGER)) AS \"total_measure\"\nFROM \"c10\"\nGROUP BY \"c1\"\nORDER BY \"total_measure\" DESC;","notes":"Uses the planned Grouped Numeric Sum template with group_col=\"c1\" and measure_col=\"c1\". CAST is applied because \"c1\" is stored as TEXT in SQLite schema."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f4592938dd917a42/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..9c6913545c5b185529457992243b074706d9c2a0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:09:46.974399+00:00",
+  "ended_at": "2026-05-19T16:09:50.371956+00:00",
+  "elapsed_ms": 3397.53,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6374,
+    "bytes_utf8": 6374,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_attempt_2.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed0d8a5c308da7c79c1c12ab2ed0e3fdb3e85390
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_attempt_2.metadata.json
@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:09:51.373567+00:00",
+  "ended_at": "2026-05-19T16:09:54.307311+00:00",
+  "elapsed_ms": 2933.72,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 6374,
+    "bytes_utf8": 6374,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..29b73cd97ebe8b811ce8fd2245e996db7b09a1ce
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=c3.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "c3",
+    "top_k": 16,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_prompt_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..29b73cd97ebe8b811ce8fd2245e996db7b09a1ce
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_prompt_attempt_2.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=c3.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "c3",
+    "top_k": 16,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f9f841a5bb6313b53ef703539050785252aa7a4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-1dcf-7a00-a6c8-7858fd06f27f"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..86d21dba063d189097c745278bbf709b639d46c2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_response_attempt_1.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-1dcf-7a00-a6c8-7858fd06f27f"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_response_attempt_2.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..75be85454e384959ce5f29e8e35c2054b3c17c88
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_response_attempt_2.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-2f37-7691-b169-0450e34f8484"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_response_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..43ed6d11f4bf872cbe3236a9b022e18e56e84251
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_response_attempt_2.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4100-2f37-7691-b169-0450e34f8484"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f5c86084847c1f17/cli/sql_stderr_attempt_2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..a5727bbadf7f232fbea05b44800bc144833fc8c9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6683, "bytes_utf8": 6683, "lines": 232, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 437, "bytes_utf8": 437, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14237, "cached_input_tokens": 13696, "output_tokens": 306, "reasoning_output_tokens": 182}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..6de0f188a81529bf1f92c47132a3965b41295771
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_f65969c0a6b486e4",
+    "api_calls": 0,
+    "input_tokens": 14237,
+    "cached_input_tokens": 13696,
+    "output_tokens": 306,
+    "total_tokens": 14543,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 10621.64,
+    "sql_execution_elapsed_ms_total": 93.06,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..65ff91b0cbaa409a23f87fbff99aafa91b0a0972
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:45:14.589484+00:00",
+  "ended_at": "2026-05-19T15:45:25.211156+00:00",
+  "elapsed_ms": 10621.64,
+  "prompt_metrics": {
+    "chars": 6683,
+    "bytes_utf8": 6683,
+    "lines": 232,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 812,
+    "bytes_utf8": 812,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 437,
+      "bytes_utf8": 437,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14237,
+      "cached_input_tokens": 13696,
+      "output_tokens": 306,
+      "reasoning_output_tokens": 182
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1a4de9b24a4ee1ddd42faf925ea071547a598cc5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,232 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_filtered_group_count_2d",
+    "template_name": "Filtered Two-Dimensional Group Count",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=c5, group_col_2=class.",
+  "planned_template_id": "tpl_c2_filtered_group_count_2d",
+  "bindings": {
+    "group_col": "c5",
+    "group_col_2": "class",
+    "predicate_col": "class",
+    "predicate_op": "=",
+    "predicate_value": "2",
+    "top_k": 14,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..163878467ad3e53b241f0815050913b7b986bbc4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e9-a66a-7cd2-bb82-159c5f26b4df"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"c5\\\", \\\"class\\\", COUNT(*) AS row_count\\nFROM \\\"c10\\\"\\nWHERE \\\"class\\\" = '2'\\nGROUP BY \\\"c5\\\", \\\"class\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Used the planned template with group_col=\\\"c5\\\", group_col_2=\\\"class\\\", and predicate \\\"class\\\" = '2'. Since the filter and second grouping column are both \\\"class\\\", the grouped \\\"class\\\" value will be constant within the result.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14237,"cached_input_tokens":13696,"output_tokens":306,"reasoning_output_tokens":182}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f182899505db42d610d4b2f8730b3f8d6e8dbdc3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"c5\", \"class\", COUNT(*) AS row_count\nFROM \"c10\"\nWHERE \"class\" = '2'\nGROUP BY \"c5\", \"class\"\nORDER BY row_count DESC;","notes":"Used the planned template with group_col=\"c5\", group_col_2=\"class\", and predicate \"class\" = '2'. Since the filter and second grouping column are both \"class\", the grouped \"class\" value will be constant within the result."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_f65969c0a6b486e4/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..df21c2cca76f4a047f49a3cdca88e45ce36fa2ef
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6928, "bytes_utf8": 6928, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 613, "bytes_utf8": 613, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14283, "cached_input_tokens": 13696, "output_tokens": 698, "reasoning_output_tokens": 516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..e8cef2cf2fad63c98bb76796e7b51124ed83410a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_facdd4c747f3ea49",
+    "api_calls": 0,
+    "input_tokens": 14283,
+    "cached_input_tokens": 13696,
+    "output_tokens": 698,
+    "total_tokens": 14981,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 13669.82,
+    "sql_execution_elapsed_ms_total": 554.29,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..5c183a2857f8a2ce1b2e9a40de5c9be1c76aa54a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:48:47.775866+00:00",
+  "ended_at": "2026-05-19T15:49:01.445744+00:00",
+  "elapsed_ms": 13669.82,
+  "prompt_metrics": {
+    "chars": 6928,
+    "bytes_utf8": 6928,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1012,
+    "bytes_utf8": 1012,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 613,
+      "bytes_utf8": 613,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14283,
+      "cached_input_tokens": 13696,
+      "output_tokens": 698,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fb67960c5a321bc03939106db9ccdaa9209cc50f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=c4, measure_col=c2.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "c4",
+    "measure_col": "c2",
+    "top_k": 18,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 11.64,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..56d8a8870360e9d3135b65a4243f8fea2c72b0ba
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ec-e72c-7e93-8fe7-15d3044e9048"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT \\\"c4\\\", SUM(CAST(\\\"c2\\\" AS REAL)) AS \\\"group_value\\\"\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"c4\\\"\\n), total AS (\\n    SELECT SUM(\\\"group_value\\\") AS \\\"total_value\\\"\\n    FROM grouped\\n)\\nSELECT g.\\\"c4\\\", g.\\\"group_value\\\"\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.\\\"group_value\\\" > t.\\\"total_value\\\" * 0.05\\nORDER BY g.\\\"group_value\\\" DESC;\",\"notes\":\"Applied the planned template with group_col=\\\"c4\\\" and measure_col=\\\"c2\\\". CAST(\\\"c2\\\" AS REAL) is used because the schema stores these numeric-discrete fields as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14283,"cached_input_tokens":13696,"output_tokens":698,"reasoning_output_tokens":516}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e6777f4479c5bf85d0e8c8923ca08610a290a75d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n    SELECT \"c4\", SUM(CAST(\"c2\" AS REAL)) AS \"group_value\"\n    FROM \"c10\"\n    GROUP BY \"c4\"\n), total AS (\n    SELECT SUM(\"group_value\") AS \"total_value\"\n    FROM grouped\n)\nSELECT g.\"c4\", g.\"group_value\"\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.\"group_value\" > t.\"total_value\" * 0.05\nORDER BY g.\"group_value\" DESC;","notes":"Applied the planned template with group_col=\"c4\" and measure_col=\"c2\". CAST(\"c2\" AS REAL) is used because the schema stores these numeric-discrete fields as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_facdd4c747f3ea49/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..bcd991e289a5ff2f36e22f718fe9f59f46f99ab6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6554, "bytes_utf8": 6554, "lines": 226, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 498, "bytes_utf8": 498, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14201, "cached_input_tokens": 13696, "output_tokens": 531, "reasoning_output_tokens": 379}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..c16d841bff34015b9a479c95fca67dacd8ca1402
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_fb57cf013d307b6b",
+    "api_calls": 0,
+    "input_tokens": 14201,
+    "cached_input_tokens": 13696,
+    "output_tokens": 531,
+    "total_tokens": 14732,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 14082.63,
+    "sql_execution_elapsed_ms_total": 1339.85,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..b48220d2669bbba163330cdc9bd602c7d28a5cb2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:45:53.935817+00:00",
+  "ended_at": "2026-05-19T15:46:08.018478+00:00",
+  "elapsed_ms": 14082.63,
+  "prompt_metrics": {
+    "chars": 6554,
+    "bytes_utf8": 6554,
+    "lines": 226,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 882,
+    "bytes_utf8": 882,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 498,
+      "bytes_utf8": 498,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14201,
+      "cached_input_tokens": 13696,
+      "output_tokens": 531,
+      "reasoning_output_tokens": 379
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0975d459553674126b73a536c3f80bd3e1493d72
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,226 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_quantile_tail_slice",
+    "template_name": "Quantile Tail Slice",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH buckets AS (\n    SELECT {measure_col},\n           NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n    FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=s1.",
+  "planned_template_id": "tpl_m4_quantile_tail_slice",
+  "bindings": {
+    "measure_col": "s1",
+    "top_k": 10,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.25,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH buckets AS (\n    SELECT {measure_col},\n           NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n    FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4af410a40d93543090ea3716d1e0db5d4935bbc0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ea-4016-7d62-a29f-3dd1695848ba"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_quantile_tail_slice\\nWITH \\\"buckets\\\" AS (\\n    SELECT\\n        \\\"s1\\\",\\n        NTILE(10) OVER (ORDER BY CAST(\\\"s1\\\" AS INTEGER) DESC) AS \\\"tail_bucket\\\"\\n    FROM \\\"c10\\\"\\n)\\nSELECT \\\"s1\\\"\\nFROM \\\"buckets\\\"\\nWHERE \\\"tail_bucket\\\" = 1\\nORDER BY CAST(\\\"s1\\\" AS INTEGER) DESC;\",\"notes\":\"Used the requested Quantile Tail Slice template with measure_col bound to \\\"s1\\\". CAST(\\\"s1\\\" AS INTEGER) is applied for numeric ordering because the schema stores \\\"s1\\\" as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14201,"cached_input_tokens":13696,"output_tokens":531,"reasoning_output_tokens":379}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a654b5db2b91556da62aa67d4286e3f72ceeb44b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_quantile_tail_slice\nWITH \"buckets\" AS (\n    SELECT\n        \"s1\",\n        NTILE(10) OVER (ORDER BY CAST(\"s1\" AS INTEGER) DESC) AS \"tail_bucket\"\n    FROM \"c10\"\n)\nSELECT \"s1\"\nFROM \"buckets\"\nWHERE \"tail_bucket\" = 1\nORDER BY CAST(\"s1\" AS INTEGER) DESC;","notes":"Used the requested Quantile Tail Slice template with measure_col bound to \"s1\". CAST(\"s1\" AS INTEGER) is applied for numeric ordering because the schema stores \"s1\" as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fb57cf013d307b6b/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fca669641e977dac/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fca669641e977dac/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..839a9e39eb74ee7cb7f2928bc08d63f10d79d6cf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fca669641e977dac/run_manifest.json
@@ -0,0 +1,67 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T16:08:54.415479+00:00",
+  "ended_at": "2026-05-19T16:09:02.887401+00:00",
+  "status": "failed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_fca669641e977dac",
+    "problem_id": "v2p_c10_7199b70f6d03b475",
+    "dataset_id": "c10",
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "family_id": "tail_rarity_structure",
+    "canonical_subitem_id": "tail_mass_similarity",
+    "intended_facet_id": "tail_ranked_signal",
+    "variant_semantic_role": "count_distribution",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=s2.",
+    "bindings": {
+      "group_col": "s2",
+      "top_k": 13,
+      "top_n": 6,
+      "num_tiles": 10,
+      "percentile_value": 0.9,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.1,
+      "baseline_multiplier": 1.5,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 5,
+      "measure_threshold": 12.0,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=tail_ranked_signal",
+      "template_selection_mode=rule",
+      "problem_index_within_template=4",
+      "sql_variant_index=1/2",
+      "binding_index=123"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 11,
+    "problem_index_within_template": 4,
+    "sql_variant_index": 1,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "error": "AI CLI command failed with exit code 1: "
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fca669641e977dac/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fca669641e977dac/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6af93b83ac44e70075527fd97adf839442c61e7e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fca669641e977dac/trace.jsonl
@@ -0,0 +1,2 @@
+{"timestamp": "2026-05-19T16:08:57.198278+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 2766.24, "started_at": "2026-05-19T16:08:54.430327+00:00", "ended_at": "2026-05-19T16:08:57.196603+00:00", "prompt_metrics": {"chars": 6372, "bytes_utf8": 6372, "lines": 226, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40ff-5093-7401-bdf2-49569cde2134\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
+{"timestamp": "2026-05-19T16:09:02.887293+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 4687.34, "started_at": "2026-05-19T16:08:58.199133+00:00", "ended_at": "2026-05-19T16:09:02.886498+00:00", "prompt_metrics": {"chars": 6372, "bytes_utf8": 6372, "lines": 226, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40ff-5f52-78e0-9b7c-5456fc1756cb\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..863787ac58791aba9cd8aa71b023804842fc2540
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6552, "bytes_utf8": 6552, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 702, "bytes_utf8": 702, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14185, "cached_input_tokens": 13696, "output_tokens": 1629, "reasoning_output_tokens": 1402}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f72d49a22e7ab0fc890caf240a63232c012c7018
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_fd214ba6ffcefc2f",
+    "api_calls": 0,
+    "input_tokens": 14185,
+    "cached_input_tokens": 13696,
+    "output_tokens": 1629,
+    "total_tokens": 15814,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 29644.74,
+    "sql_execution_elapsed_ms_total": 3104.56,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..4fdf852dab16757ad7b52202ddcab24d83cefde8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:58:23.984887+00:00",
+  "ended_at": "2026-05-19T15:58:53.629654+00:00",
+  "elapsed_ms": 29644.74,
+  "prompt_metrics": {
+    "chars": 6552,
+    "bytes_utf8": 6552,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1125,
+    "bytes_utf8": 1125,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 702,
+      "bytes_utf8": 702,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14185,
+      "cached_input_tokens": 13696,
+      "output_tokens": 1629,
+      "reasoning_output_tokens": 1402
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..cbdc356628a91859fba82d86b1e521d6c389703a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=c1, measure_col=c5.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "c1",
+    "measure_col": "c5",
+    "top_k": 19,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 9.92,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7dfb1884233f0057ca95b48e238c96a3cdf93fad
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f5-b207-7000-8afb-3355476845fc"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n  SELECT\\n    \\\"c1\\\",\\n    CAST(\\\"c5\\\" AS REAL) AS \\\"percentile_measure\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"c1\\\"\\n      ORDER BY CAST(\\\"c5\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (\\n      PARTITION BY \\\"c1\\\"\\n    ) AS \\\"cnt\\\"\\n  FROM \\\"c10\\\"\\n)\\nSELECT\\n  \\\"c1\\\",\\n  \\\"percentile_measure\\\"\\nFROM \\\"ranked\\\"\\nWHERE \\\"rn\\\" = CAST(((\\\"cnt\\\" * 95) + 99) / 100 AS INTEGER)\\nORDER BY \\\"percentile_measure\\\" DESC, \\\"c1\\\";\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this uses the nearest-rank 95th percentile within each \\\"c1\\\" group. \\\"c5\\\" is CAST to REAL because the schema stores values as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14185,"cached_input_tokens":13696,"output_tokens":1629,"reasoning_output_tokens":1402}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6ee425bf3819f43182d975c8ebc52c348555b67d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ranked\" AS (\n  SELECT\n    \"c1\",\n    CAST(\"c5\" AS REAL) AS \"percentile_measure\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"c1\"\n      ORDER BY CAST(\"c5\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (\n      PARTITION BY \"c1\"\n    ) AS \"cnt\"\n  FROM \"c10\"\n)\nSELECT\n  \"c1\",\n  \"percentile_measure\"\nFROM \"ranked\"\nWHERE \"rn\" = CAST(((\"cnt\" * 95) + 99) / 100 AS INTEGER)\nORDER BY \"percentile_measure\" DESC, \"c1\";","notes":"SQLite does not support PERCENTILE_CONT, so this uses the nearest-rank 95th percentile within each \"c1\" group. \"c5\" is CAST to REAL because the schema stores values as TEXT."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_fd214ba6ffcefc2f/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ff9418d22be5fa2b/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ff9418d22be5fa2b/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..8660afd7bab1bcf7b6ae9ebd6a466da9033dc0c0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ff9418d22be5fa2b/run_manifest.json
@@ -0,0 +1,67 @@
+{
+  "run_id": "v2_cli_20260502_081223_a",
+  "dataset_id": "c10",
+  "started_at": "2026-05-19T16:09:32.536870+00:00",
+  "ended_at": "2026-05-19T16:09:39.327876+00:00",
+  "status": "failed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c10_ff9418d22be5fa2b",
+    "problem_id": "v2p_c10_191cd3a39455a045",
+    "dataset_id": "c10",
+    "template_id": "tpl_tail_low_support_group_count_v2",
+    "template_name": "Low-Support Group Count",
+    "family_id": "tail_rarity_structure",
+    "canonical_subitem_id": "tail_mass_similarity",
+    "intended_facet_id": "tail_ranked_signal",
+    "variant_semantic_role": "rare_extreme_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=s3.",
+    "bindings": {
+      "group_col": "s3",
+      "top_k": 15,
+      "top_n": 5,
+      "num_tiles": 10,
+      "percentile_value": 0.95,
+      "z_threshold": 2.0,
+      "fraction_threshold": 0.05,
+      "baseline_multiplier": 1.75,
+      "baseline_fraction": 0.1,
+      "min_group_size": 5,
+      "min_support": 4,
+      "measure_threshold": 10.0,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=tail_ranked_signal",
+      "template_selection_mode=rule",
+      "problem_index_within_template=6",
+      "sql_variant_index=2/2",
+      "binding_index=125"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 11,
+    "problem_index_within_template": 6,
+    "sql_variant_index": 2,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "error": "AI CLI command failed with exit code 1: "
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ff9418d22be5fa2b/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ff9418d22be5fa2b/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..88aa891314ec3b6258021f229fde23e3b099c982
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ff9418d22be5fa2b/trace.jsonl
@@ -0,0 +1,2 @@
+{"timestamp": "2026-05-19T16:09:35.472696+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 2920.72, "started_at": "2026-05-19T16:09:32.550045+00:00", "ended_at": "2026-05-19T16:09:35.470796+00:00", "prompt_metrics": {"chars": 6374, "bytes_utf8": 6374, "lines": 226, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40ff-e58f-7e91-b935-dcfc216d68aa\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
+{"timestamp": "2026-05-19T16:09:39.327790+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 2853.43, "started_at": "2026-05-19T16:09:36.473602+00:00", "ended_at": "2026-05-19T16:09:39.327086+00:00", "prompt_metrics": {"chars": 6374, "bytes_utf8": 6374, "lines": 226, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40ff-f519-7010-af99-c5a59bd3043b\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..48b22e19a9e0f132c187ec400f3bd46afb8a13d5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6928, "bytes_utf8": 6928, "lines": 228, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 627, "bytes_utf8": 627, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 14285, "cached_input_tokens": 12032, "output_tokens": 618, "reasoning_output_tokens": 439}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..5d730e52457db9e7a6ab4be80d751d42fd951987
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/session_summary.json
@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "c10",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c10_ffd2b9cfc88bf6bf",
+    "api_calls": 0,
+    "input_tokens": 14285,
+    "cached_input_tokens": 12032,
+    "output_tokens": 618,
+    "total_tokens": 14903,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 12285.52,
+    "sql_execution_elapsed_ms_total": 489.12,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..c73a06b1fd199734f624eb77dc1d31e9650ac1c7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/sql_attempt_1.metadata.json
@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:48:20.678894+00:00",
+  "ended_at": "2026-05-19T15:48:32.964452+00:00",
+  "elapsed_ms": 12285.52,
+  "prompt_metrics": {
+    "chars": 6928,
+    "bytes_utf8": 6928,
+    "lines": 228,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1022,
+    "bytes_utf8": 1022,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 627,
+      "bytes_utf8": 627,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 14285,
+      "cached_input_tokens": 12032,
+      "output_tokens": 618,
+      "reasoning_output_tokens": 439
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6bc66d9d1f3439259f5f914c5f782931e68b0736
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,228 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: c10
+- dataset_name: Poker Hand
+- table_name: c10
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 10 feature columns and target `class`.
+- task_type: classification
+- target_column: class
+- main_row_count: 1025010
+- important_fields:
+- s1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s1.
+- c1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c1.
+- s2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s2.
+- c2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c2.
+- s3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s3.
+- c3: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c3.
+- s4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s4.
+- c4: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c4.
+- s5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for s5.
+- c5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for c5.
+- class: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3', '6'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class.
+- useful_field_combinations: [['s1', 'c1', 'class'], ['s1', 's1', 'class']]
+- fields_requiring_caution: ['class']
+- source_url: https://archive.ics.uci.edu/dataset/158/poker+hand
+
+SQLite schema snapshot:
+{
+  "table_name": "c10",
+  "quoted_table_name": "\"c10\"",
+  "row_count": 1025010,
+  "columns": [
+    {
+      "name": "s1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "s5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "c5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "s1": "1",
+      "c1": "1",
+      "s2": "1",
+      "c2": "13",
+      "s3": "2",
+      "c3": "4",
+      "s4": "2",
+      "c4": "3",
+      "s5": "1",
+      "c5": "12",
+      "class": "0"
+    },
+    {
+      "s1": "3",
+      "c1": "12",
+      "s2": "3",
+      "c2": "2",
+      "s3": "3",
+      "c3": "11",
+      "s4": "4",
+      "c4": "5",
+      "s5": "2",
+      "c5": "5",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "9",
+      "s2": "4",
+      "c2": "6",
+      "s3": "1",
+      "c3": "4",
+      "s4": "3",
+      "c4": "2",
+      "s5": "3",
+      "c5": "9",
+      "class": "1"
+    },
+    {
+      "s1": "1",
+      "c1": "4",
+      "s2": "3",
+      "c2": "13",
+      "s3": "2",
+      "c3": "13",
+      "s4": "2",
+      "c4": "1",
+      "s5": "3",
+      "c5": "6",
+      "class": "1"
+    },
+    {
+      "s1": "3",
+      "c1": "10",
+      "s2": "2",
+      "c2": "7",
+      "s3": "1",
+      "c3": "2",
+      "s4": "2",
+      "c4": "11",
+      "s5": "4",
+      "c5": "9",
+      "class": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c10",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=s4, measure_col=s2.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "s4",
+    "measure_col": "s2",
+    "top_k": 17,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 2.98,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..baef4925230cd19d3be30f36e95a8b7a7be29fdc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ec-7d59-7bd2-9f2b-3c95ec1447ec"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT \\\"s4\\\", SUM(CAST(\\\"s2\\\" AS REAL)) AS \\\"group_value\\\"\\n    FROM \\\"c10\\\"\\n    GROUP BY \\\"s4\\\"\\n), total AS (\\n    SELECT SUM(\\\"group_value\\\") AS \\\"total_value\\\"\\n    FROM grouped\\n)\\nSELECT g.\\\"s4\\\", g.\\\"group_value\\\"\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.\\\"group_value\\\" > t.\\\"total_value\\\" * 0.05\\nORDER BY g.\\\"group_value\\\" DESC;\",\"notes\":\"Used the required template with group_col=\\\"s4\\\" and measure_col=\\\"s2\\\". CAST was added because the schema stores these fields as TEXT, but the template requires numeric aggregation.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":14285,"cached_input_tokens":12032,"output_tokens":618,"reasoning_output_tokens":439}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c3cf517aeee5096103888fe28045ddbc7fc486c3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n    SELECT \"s4\", SUM(CAST(\"s2\" AS REAL)) AS \"group_value\"\n    FROM \"c10\"\n    GROUP BY \"s4\"\n), total AS (\n    SELECT SUM(\"group_value\") AS \"total_value\"\n    FROM grouped\n)\nSELECT g.\"s4\", g.\"group_value\"\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.\"group_value\" > t.\"total_value\" * 0.05\nORDER BY g.\"group_value\" DESC;","notes":"Used the required template with group_col=\"s4\" and measure_col=\"s2\". CAST was added because the schema stores these fields as TEXT, but the template requires numeric aggregation."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_a/c10/artifacts/v2q_c10_ffd2b9cfc88bf6bf/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391