diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..dcf8b8851373a83f6bd5c38b04c531d437becf11
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/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=persons.
+Result preview: [{"persons": "2", "support": 576}, {"persons": "4", "support": 576}, {"persons": "more", "support": 576}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..a11b04616a26907d73eab96e586e5ead3bf5b169
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/generated_sql.sql
@@ -0,0 +1,20 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_c2_016279e05b0beb15
+-- problem_id: v2p_c2_1f52db85db0ce714
+-- realization_mode: agent
+-- source_kind: agent
+SELECT
+    "persons",
+    COUNT(*) AS "support"
+FROM "c2"
+GROUP BY "persons"
+ORDER BY "support" ASC, "persons"
+LIMIT 11;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..911de1ac9acc13f0c804f82c7a6f527cca6cab2d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/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_tail_low_support_group_count_v2\nSELECT\n    \"persons\",\n    COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"persons\"\nORDER BY \"support\" ASC, \"persons\"\nLIMIT 11;", "result": "{\"query\": \"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n    \\\"persons\\\",\\n    COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\"\\nORDER BY \\\"support\\\" ASC, \\\"persons\\\"\\nLIMIT 11;\", \"columns\": [\"persons\", \"support\"], \"rows\": [{\"persons\": \"2\", \"support\": 576}, {\"persons\": \"4\", \"support\": 576}, {\"persons\": \"more\", \"support\": 576}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.72}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..d72fd9229656cda4b405e9bbaef7a9f59d237a9d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/run_manifest.json
@@ -0,0 +1,87 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:02:36.695769+00:00",
+  "ended_at": "2026-05-19T15:02:44.654441+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_016279e05b0beb15",
+    "problem_id": "v2p_c2_1f52db85db0ce714",
+    "dataset_id": "c2",
+    "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=persons.",
+    "bindings": {
+      "group_col": "persons",
+      "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": 0.0,
+      "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=low_support_extremes",
+      "template_selection_mode=rule",
+      "problem_index_within_template=7",
+      "sql_variant_index=1/2",
+      "binding_index=66"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 6,
+    "problem_index_within_template": 7,
+    "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_f/c2/sql/v2q_c2_016279e05b0beb15.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_016279e05b0beb15",
+    "api_calls": 0,
+    "input_tokens": 13699,
+    "cached_input_tokens": 12672,
+    "output_tokens": 270,
+    "total_tokens": 13969,
+    "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": 7952.52,
+    "sql_execution_elapsed_ms_total": 1.72,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/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_f/c2/artifacts/v2q_c2_016279e05b0beb15/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..890a863a52c212afcc6d845e3f170ef493673e2b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:02:44.650552+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": 7952.52, "started_at": "2026-05-19T15:02:36.696628+00:00", "ended_at": "2026-05-19T15:02:44.649182+00:00", "prompt_metrics": {"chars": 5653, "bytes_utf8": 5653, "lines": 178, "estimated_tokens": null}, "response_metrics": {"chars": 355, "bytes_utf8": 355, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13699, "cached_input_tokens": 12672, "output_tokens": 270, "reasoning_output_tokens": 173}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n    \\\"persons\\\",\\n    COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\"\\nORDER BY \\\"support\\\" ASC, \\\"persons\\\"\\nLIMIT 11;\",\"notes\":\"Implements the Low-Support Group Count template using \\\"persons\\\" as the grouping column and returns up to 11 groups with the smallest support.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..d2ae2aa19681a04a1de6321656ca341d81170d53
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_016279e05b0beb15",
+  "api_calls": 0,
+  "input_tokens": 13699,
+  "cached_input_tokens": 12672,
+  "output_tokens": 270,
+  "total_tokens": 13969,
+  "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": 7952.52,
+  "sql_execution_elapsed_ms_total": 1.72,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_016279e05b0beb15/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_f/c2/artifacts/v2q_c2_02b69913d3879aa5/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f492420cb270e71350408c99d1ec102988ea14ba
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/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=doors, group_col_2=lug_boot.
+Result preview: [{"doors": "2", "lug_boot": "big", "row_count": 48}, {"doors": "2", "lug_boot": "med", "row_count": 48}, {"doors": "2", "lug_boot": "small", "row_count": 48}, {"doors": "3", "lug_boot": "big", "row_count": 48}, {"doors": "3", "lug_boot": "med", "row_count": 48}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..d13378a6c1dcf5c2634e86efa81acf46b382689e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_c2_02b69913d3879aa5
+-- problem_id: v2p_c2_b6237a1fb55c3038
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "doors", "lug_boot", COUNT(*) AS "row_count"
+FROM "c2"
+WHERE "safety" = 'high'
+GROUP BY "doors", "lug_boot"
+ORDER BY "row_count" DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6edac77b89694b98eb982aede5511507e19f5829
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/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 \"doors\", \"lug_boot\", COUNT(*) AS \"row_count\"\nFROM \"c2\"\nWHERE \"safety\" = 'high'\nGROUP BY \"doors\", \"lug_boot\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"doors\\\", \\\"lug_boot\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"safety\\\" = 'high'\\nGROUP BY \\\"doors\\\", \\\"lug_boot\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"doors\", \"lug_boot\", \"row_count\"], \"rows\": [{\"doors\": \"2\", \"lug_boot\": \"big\", \"row_count\": 48}, {\"doors\": \"2\", \"lug_boot\": \"med\", \"row_count\": 48}, {\"doors\": \"2\", \"lug_boot\": \"small\", \"row_count\": 48}, {\"doors\": \"3\", \"lug_boot\": \"big\", \"row_count\": 48}, {\"doors\": \"3\", \"lug_boot\": \"med\", \"row_count\": 48}, {\"doors\": \"3\", \"lug_boot\": \"small\", \"row_count\": 48}, {\"doors\": \"4\", \"lug_boot\": \"big\", \"row_count\": 48}, {\"doors\": \"4\", \"lug_boot\": \"med\", \"row_count\": 48}, {\"doors\": \"4\", \"lug_boot\": \"small\", \"row_count\": 48}, {\"doors\": \"5more\", \"lug_boot\": \"big\", \"row_count\": 48}, {\"doors\": \"5more\", \"lug_boot\": \"med\", \"row_count\": 48}, {\"doors\": \"5more\", \"lug_boot\": \"small\", \"row_count\": 48}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.08}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..af1f8c8dda959e76d9ca7ea52e022af03012d2d8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/run_manifest.json
@@ -0,0 +1,93 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:00:25.965855+00:00",
+  "ended_at": "2026-05-19T15:00:35.735765+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_02b69913d3879aa5",
+    "problem_id": "v2p_c2_b6237a1fb55c3038",
+    "dataset_id": "c2",
+    "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=doors, group_col_2=lug_boot.",
+    "bindings": {
+      "group_col": "doors",
+      "group_col_2": "lug_boot",
+      "predicate_col": "safety",
+      "predicate_op": "=",
+      "predicate_value": "high",
+      "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": 0.0,
+      "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",
+      "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=7",
+      "sql_variant_index=1/1",
+      "binding_index=54"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 5,
+    "problem_index_within_template": 7,
+    "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_f/c2/sql/v2q_c2_02b69913d3879aa5.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_02b69913d3879aa5",
+    "api_calls": 0,
+    "input_tokens": 13780,
+    "cached_input_tokens": 12672,
+    "output_tokens": 359,
+    "total_tokens": 14139,
+    "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": 9764.14,
+    "sql_execution_elapsed_ms_total": 1.08,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/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_f/c2/artifacts/v2q_c2_02b69913d3879aa5/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c52d55bdb6000e87dc031af091cc15b9ce543983
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:00:35.732935+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": 9764.14, "started_at": "2026-05-19T15:00:25.967757+00:00", "ended_at": "2026-05-19T15:00:35.731932+00:00", "prompt_metrics": {"chars": 5970, "bytes_utf8": 5970, "lines": 184, "estimated_tokens": null}, "response_metrics": {"chars": 352, "bytes_utf8": 352, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13780, "cached_input_tokens": 12672, "output_tokens": 359, "reasoning_output_tokens": 252}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"doors\\\", \\\"lug_boot\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"safety\\\" = 'high'\\nGROUP BY \\\"doors\\\", \\\"lug_boot\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned template with \\\"doors\\\" and \\\"lug_boot\\\" as grouping columns, filtered to rows where \\\"safety\\\" = 'high'.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..12689fb325eb977460e36e7c379e689ff4d0c2aa
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_02b69913d3879aa5",
+  "api_calls": 0,
+  "input_tokens": 13780,
+  "cached_input_tokens": 12672,
+  "output_tokens": 359,
+  "total_tokens": 14139,
+  "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": 9764.14,
+  "sql_execution_elapsed_ms_total": 1.08,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02b69913d3879aa5/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_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..66ae472a2076ef5f12eb4e22e98c852df57f5f29
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5989, "bytes_utf8": 5989, "lines": 184, "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": 475, "bytes_utf8": 475, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13769, "cached_input_tokens": 12672, "output_tokens": 367, "reasoning_output_tokens": 243}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..8a7ec84b60d3e7d386e4c2147f1d065cba19b0fc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_02decc38441289c5",
+    "api_calls": 0,
+    "input_tokens": 13769,
+    "cached_input_tokens": 12672,
+    "output_tokens": 367,
+    "total_tokens": 14136,
+    "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": 9177.2,
+    "sql_execution_elapsed_ms_total": 1.09,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/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_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..c89a22c1d267e915a1b14c5e5be693a1b34be727
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/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": "2026-05-19T15:17:53.692588+00:00",
+  "ended_at": "2026-05-19T15:18:02.869823+00:00",
+  "elapsed_ms": 9177.2,
+  "prompt_metrics": {
+    "chars": 5989,
+    "bytes_utf8": 5989,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 839,
+    "bytes_utf8": 839,
+    "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": 475,
+      "bytes_utf8": 475,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13769,
+      "cached_input_tokens": 12672,
+      "output_tokens": 367,
+      "reasoning_output_tokens": 243
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..99a2a67f76c70dd30ae80f7f3c03d86d98d20511
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_distinct_topk",
+    "template_name": "Filtered Top-k Distinct Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Distinct Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=buying.",
+  "planned_template_id": "tpl_clickbench_filtered_distinct_topk",
+  "bindings": {
+    "group_col": "buying",
+    "predicate_col": "lug_boot",
+    "predicate_op": "=",
+    "predicate_value": "big",
+    "entity_col": "buying",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..777b249d4e820d10fe64408b6898ce3b8d218ea5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40d0-9c98-7813-8c13-506085c31b5a"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_distinct_topk\\nSELECT \\\"buying\\\", COUNT(DISTINCT \\\"buying\\\") AS \\\"distinct_entities\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"lug_boot\\\" = 'big'\\nGROUP BY \\\"buying\\\"\\nORDER BY \\\"distinct_entities\\\" DESC\\nLIMIT 15;\",\"notes\":\"Used the provided template and bindings exactly. Because both group_col and entity_col are bound to \\\"buying\\\", each returned group's distinct count will be 1 whenever that buying category appears with lug_boot = 'big'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13769,"cached_input_tokens":12672,"output_tokens":367,"reasoning_output_tokens":243}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..871b31fc51ac893782d9ce851cc8954f281685ac
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_distinct_topk\nSELECT \"buying\", COUNT(DISTINCT \"buying\") AS \"distinct_entities\"\nFROM \"c2\"\nWHERE \"lug_boot\" = 'big'\nGROUP BY \"buying\"\nORDER BY \"distinct_entities\" DESC\nLIMIT 15;","notes":"Used the provided template and bindings exactly. Because both group_col and entity_col are bound to \"buying\", each returned group's distinct count will be 1 whenever that buying category appears with lug_boot = 'big'."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_02decc38441289c5/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5466e1aedfb08d2cd08e638302e68af6e0700597
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5845, "bytes_utf8": 5845, "lines": 182, "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": 442, "bytes_utf8": 442, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13736, "cached_input_tokens": 0, "output_tokens": 293, "reasoning_output_tokens": 175}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..5c115b151b451e991d314c77a4d5726442eebcb3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_034415e85fd9f3c3",
+    "api_calls": 0,
+    "input_tokens": 13736,
+    "cached_input_tokens": 0,
+    "output_tokens": 293,
+    "total_tokens": 14029,
+    "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": 9296.46,
+    "sql_execution_elapsed_ms_total": 0.71,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/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_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d2567b71146e432b2823fa723d26027855c58ec8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/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": "2026-05-19T15:12:34.913688+00:00",
+  "ended_at": "2026-05-19T15:12:44.210176+00:00",
+  "elapsed_ms": 9296.46,
+  "prompt_metrics": {
+    "chars": 5845,
+    "bytes_utf8": 5845,
+    "lines": 182,
+    "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": 442,
+      "bytes_utf8": 442,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13736,
+      "cached_input_tokens": 0,
+      "output_tokens": 293,
+      "reasoning_output_tokens": 175
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fad885d7347b0c773a986f8815565a78cd9281cb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,182 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role filtered_stable_view. Focus on group_col=class.",
+  "planned_template_id": "tpl_clickbench_filtered_topk_group_count",
+  "bindings": {
+    "group_col": "class",
+    "predicate_col": "class",
+    "predicate_op": "=",
+    "predicate_value": "vgood",
+    "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": 0.0,
+    "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 support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ecfbc28964c722ca9bdc1bee6117207c53733585
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cb-bf68-7763-af48-0ecdf0e2c450"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"class\\\", COUNT(*) AS support\\nFROM \\\"c2\\\"\\nWHERE \\\"class\\\" = 'vgood'\\nGROUP BY \\\"class\\\"\\nORDER BY support DESC\\nLIMIT 11;\",\"notes\":\"Applied the provided Filtered Top-k Group Count template with group_col=\\\"class\\\" and predicate_col=\\\"class\\\" fixed to 'vgood'. Because the filter and grouping use the same column, the result will contain at most one group: 'vgood'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13736,"cached_input_tokens":0,"output_tokens":293,"reasoning_output_tokens":175}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ceda1bae6462e8650d8415b82bbee7c263489c5c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_topk_group_count\nSELECT \"class\", COUNT(*) AS support\nFROM \"c2\"\nWHERE \"class\" = 'vgood'\nGROUP BY \"class\"\nORDER BY support DESC\nLIMIT 11;","notes":"Applied the provided Filtered Top-k Group Count template with group_col=\"class\" and predicate_col=\"class\" fixed to 'vgood'. Because the filter and grouping use the same column, the result will contain at most one group: 'vgood'."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_034415e85fd9f3c3/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..afe7fc2e806aa6d3bc5df26d82baa1672b07c083
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5962, "bytes_utf8": 5962, "lines": 183, "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": 382, "bytes_utf8": 382, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13789, "cached_input_tokens": 12672, "output_tokens": 433, "reasoning_output_tokens": 319}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..06049d1b7c86aa536d63d1b14f6b8648a2c40a4a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_040cd7db47ae0614",
+    "api_calls": 0,
+    "input_tokens": 13789,
+    "cached_input_tokens": 12672,
+    "output_tokens": 433,
+    "total_tokens": 14222,
+    "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": 13061.09,
+    "sql_execution_elapsed_ms_total": 1.47,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/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_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..943c5e764dafcfbdc2b3a0ca42fa737f76123da0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/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": "2026-05-19T15:08:18.986142+00:00",
+  "ended_at": "2026-05-19T15:08:32.047271+00:00",
+  "elapsed_ms": 13061.09,
+  "prompt_metrics": {
+    "chars": 5962,
+    "bytes_utf8": 5962,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 745,
+    "bytes_utf8": 745,
+    "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": 13789,
+      "cached_input_tokens": 12672,
+      "output_tokens": 433,
+      "reasoning_output_tokens": 319
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1184d432abc8cad9558749a114a341ea325b2bb6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Axis Target Rate Surface to probe dependency_strength_similarity with semantic role ranked_signal_view. Focus on group_col=doors, group_col_2=lug_boot, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "doors",
+    "group_col_2": "lug_boot",
+    "target_col": "class",
+    "target_value": "unacc",
+    "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": 0.0,
+    "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},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fc59a254ff7b9965ef873510e24656d93ae82e19
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c7-d7ad-73f2-a7df-67614c3fd456"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"doors\\\", \\\"lug_boot\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\", \\\"lug_boot\\\"\\nORDER BY \\\"target_rate\\\" DESC;\",\"notes\":\"Computes the rate of rows with class='unacc' for each (doors, lug_boot) combination and ranks combinations by that target rate.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13789,"cached_input_tokens":12672,"output_tokens":433,"reasoning_output_tokens":319}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fa8a36a2e380285b12aa2ae0022b629247ba0ff3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate\nSELECT \"doors\", \"lug_boot\",\n       AVG(CASE WHEN \"class\" = 'unacc' THEN 1 ELSE 0 END) AS \"target_rate\"\nFROM \"c2\"\nGROUP BY \"doors\", \"lug_boot\"\nORDER BY \"target_rate\" DESC;","notes":"Computes the rate of rows with class='unacc' for each (doors, lug_boot) combination and ranks combinations by that target rate."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_040cd7db47ae0614/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..00924e48817e41175fcdb80d8fd99b194344cbbc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6001, "bytes_utf8": 6001, "lines": 181, "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": 464, "bytes_utf8": 464, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13804, "cached_input_tokens": 0, "output_tokens": 453, "reasoning_output_tokens": 312}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..041e7dae9aa454974d5b9da1e3593beebf16dbaf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_050bb8c9612638aa",
+    "api_calls": 0,
+    "input_tokens": 13804,
+    "cached_input_tokens": 0,
+    "output_tokens": 453,
+    "total_tokens": 14257,
+    "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": 10672.6,
+    "sql_execution_elapsed_ms_total": 1.74,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/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_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..8708e4bdec90c17682c47e506f35179fac2972d7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/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": "2026-05-19T15:06:18.037040+00:00",
+  "ended_at": "2026-05-19T15:06:28.709675+00:00",
+  "elapsed_ms": 10672.6,
+  "prompt_metrics": {
+    "chars": 6001,
+    "bytes_utf8": 6001,
+    "lines": 181,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 819,
+    "bytes_utf8": 819,
+    "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": 464,
+      "bytes_utf8": 464,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13804,
+      "cached_input_tokens": 0,
+      "output_tokens": 453,
+      "reasoning_output_tokens": 312
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7cdb5c05362b4b3b856b384cad03cfc09d520b9a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,181 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=lug_boot, target_col=class.",
+  "planned_template_id": "tpl_tail_target_rate_extremes_v2",
+  "bindings": {
+    "group_col": "lug_boot",
+    "target_col": "class",
+    "target_value": "unacc",
+    "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": 0.0,
+    "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,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3d36514bbdec84bfc172842388c2ca8a4415a77c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c5-ff3d-7653-b1dc-99def89cc0ff"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"lug_boot\\\",\\n    COUNT(*) AS support,\\n    AVG(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS focus_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\"\\nHAVING COUNT(*) >= 4\\nORDER BY focus_rate DESC, support ASC\\nLIMIT 18;\",\"notes\":\"Instantiated the provided Tail Target-Rate Extremes template with group_col=\\\"lug_boot\\\", target_col=\\\"class\\\", target_value='unacc', min_support=4, and top_k=18.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13804,"cached_input_tokens":0,"output_tokens":453,"reasoning_output_tokens":312}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..12f7f96f48bbc253fe96bfec6aa2689726fb1cf3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_target_rate_extremes_v2\nSELECT\n    \"lug_boot\",\n    COUNT(*) AS support,\n    AVG(CASE WHEN \"class\" = 'unacc' THEN 1 ELSE 0 END) AS focus_rate\nFROM \"c2\"\nGROUP BY \"lug_boot\"\nHAVING COUNT(*) >= 4\nORDER BY focus_rate DESC, support ASC\nLIMIT 18;","notes":"Instantiated the provided Tail Target-Rate Extremes template with group_col=\"lug_boot\", target_col=\"class\", target_value='unacc', min_support=4, and top_k=18."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_050bb8c9612638aa/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..567f95c82a9279ddc71ff3160e2d97065963240a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5958, "bytes_utf8": 5958, "lines": 183, "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": 13788, "cached_input_tokens": 12672, "output_tokens": 648, "reasoning_output_tokens": 494}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f85833da38518d978f4896e0ab2487de0336c618
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_0584255cfe12d3f4",
+    "api_calls": 0,
+    "input_tokens": 13788,
+    "cached_input_tokens": 12672,
+    "output_tokens": 648,
+    "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": 12610.63,
+    "sql_execution_elapsed_ms_total": 1.86,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/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_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e16dc73ef3e1b5cd2296147f388e3908d9c559de
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/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": "2026-05-19T15:11:08.473020+00:00",
+  "ended_at": "2026-05-19T15:11:21.083686+00:00",
+  "elapsed_ms": 12610.63,
+  "prompt_metrics": {
+    "chars": 5958,
+    "bytes_utf8": 5958,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 918,
+    "bytes_utf8": 918,
+    "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": 13788,
+      "cached_input_tokens": 12672,
+      "output_tokens": 648,
+      "reasoning_output_tokens": 494
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..72357407b4715797a5d3f958a8653852c42e9c78
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Axis Target Rate Surface to probe dependency_strength_similarity with semantic role ranked_signal_view. Focus on group_col=safety, group_col_2=class, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "safety",
+    "group_col_2": "class",
+    "target_col": "class",
+    "target_value": "unacc",
+    "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": 0.0,
+    "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},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..44e6209ca01ff9159416d851d8bcf6f06e954adf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ca-6dcf-7f63-b374-d33f137f4fc4"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate.\\nSELECT \\\"safety\\\", \\\"class\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"safety\\\", \\\"class\\\"\\nORDER BY \\\"target_rate\\\" DESC;\",\"notes\":\"Uses the required Two-Axis Target Rate Surface template with group_col=\\\"safety\\\", group_col_2=\\\"class\\\", and target_col=\\\"class\\\". Because the grouping includes the target column itself, the computed rate is deterministic within each group: 1.0 when \\\"class\\\"='unacc' and 0.0 otherwise.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13788,"cached_input_tokens":12672,"output_tokens":648,"reasoning_output_tokens":494}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..88101a52daeca7dbea7b0a8559642e8ce710515d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate.\nSELECT \"safety\", \"class\",\n       AVG(CASE WHEN \"class\" = 'unacc' THEN 1 ELSE 0 END) AS \"target_rate\"\nFROM \"c2\"\nGROUP BY \"safety\", \"class\"\nORDER BY \"target_rate\" DESC;","notes":"Uses the required Two-Axis Target Rate Surface template with group_col=\"safety\", group_col_2=\"class\", and target_col=\"class\". Because the grouping includes the target column itself, the computed rate is deterministic within each group: 1.0 when \"class\"='unacc' and 0.0 otherwise."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0584255cfe12d3f4/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..a044f568967031a913cab97f4440a160ddfeca8c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5991, "bytes_utf8": 5991, "lines": 181, "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": 458, "bytes_utf8": 458, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13801, "cached_input_tokens": 12672, "output_tokens": 363, "reasoning_output_tokens": 221}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..0cbf2df2da7fbb9a8218d765065a220e176df7ee
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_06a19f9d880447a9",
+    "api_calls": 0,
+    "input_tokens": 13801,
+    "cached_input_tokens": 12672,
+    "output_tokens": 363,
+    "total_tokens": 14164,
+    "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": 10899.9,
+    "sql_execution_elapsed_ms_total": 0.96,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/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_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..0a9bde281625efbb053aa4cae62b40bc32f5a987
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/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": "2026-05-19T15:05:10.195975+00:00",
+  "ended_at": "2026-05-19T15:05:21.095895+00:00",
+  "elapsed_ms": 10899.9,
+  "prompt_metrics": {
+    "chars": 5991,
+    "bytes_utf8": 5991,
+    "lines": 181,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 833,
+    "bytes_utf8": 833,
+    "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": 458,
+      "bytes_utf8": 458,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13801,
+      "cached_input_tokens": 12672,
+      "output_tokens": 363,
+      "reasoning_output_tokens": 221
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b5ba1186eb99387f8845288ad77245de722e3e89
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,181 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=maint, target_col=class.",
+  "planned_template_id": "tpl_tail_target_rate_extremes_v2",
+  "bindings": {
+    "group_col": "maint",
+    "target_col": "class",
+    "target_value": "acc",
+    "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": 0.0,
+    "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,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..082542fd66b8f90ff5b0c272c0cff367fec5cd5e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c4-f648-77c1-ad12-1ac96757ba8c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"maint\\\",\\n    COUNT(*) AS \\\"support\\\",\\n    AVG(CASE WHEN \\\"class\\\" = 'acc' THEN 1 ELSE 0 END) AS \\\"focus_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\"\\nHAVING COUNT(*) >= 5\\nORDER BY \\\"focus_rate\\\" DESC, \\\"support\\\" ASC\\nLIMIT 10;\",\"notes\":\"Instantiated the Tail Target-Rate Extremes template with group_col=\\\"maint\\\", target_col=\\\"class\\\", target_value='acc', min_support=5, and top_k=10.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13801,"cached_input_tokens":12672,"output_tokens":363,"reasoning_output_tokens":221}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7dfa97c925f4afdebba2fdb319d07e0c5763ca80
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_target_rate_extremes_v2\nSELECT\n    \"maint\",\n    COUNT(*) AS \"support\",\n    AVG(CASE WHEN \"class\" = 'acc' THEN 1 ELSE 0 END) AS \"focus_rate\"\nFROM \"c2\"\nGROUP BY \"maint\"\nHAVING COUNT(*) >= 5\nORDER BY \"focus_rate\" DESC, \"support\" ASC\nLIMIT 10;","notes":"Instantiated the Tail Target-Rate Extremes template with group_col=\"maint\", target_col=\"class\", target_value='acc', min_support=5, and top_k=10."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_06a19f9d880447a9/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..920d2f67d0f20b4d417339dac154821396a04c0c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/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=class.
+Result preview: [{"class": "vgood", "support": 65}, {"class": "good", "support": 69}, {"class": "acc", "support": 384}, {"class": "unacc", "support": 1210}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..1e14e15ba9a99a306f013ccd13cc4ab128d8bb05
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/generated_sql.sql
@@ -0,0 +1,20 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_c2_07071d372558517c
+-- problem_id: v2p_c2_6bb4aaba2c78c396
+-- realization_mode: agent
+-- source_kind: agent
+SELECT
+    "class",
+    COUNT(*) AS support
+FROM "c2"
+GROUP BY "class"
+ORDER BY support ASC, "class"
+LIMIT 12;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..a022d5065343ac332972edc5e32bbdad2eaef648
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/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_tail_low_support_group_count_v2\nSELECT\n    \"class\",\n    COUNT(*) AS support\nFROM \"c2\"\nGROUP BY \"class\"\nORDER BY support ASC, \"class\"\nLIMIT 12;", "result": "{\"query\": \"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n    \\\"class\\\",\\n    COUNT(*) AS support\\nFROM \\\"c2\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY support ASC, \\\"class\\\"\\nLIMIT 12;\", \"columns\": [\"class\", \"support\"], \"rows\": [{\"class\": \"vgood\", \"support\": 65}, {\"class\": \"good\", \"support\": 69}, {\"class\": \"acc\", \"support\": 384}, {\"class\": \"unacc\", \"support\": 1210}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.2}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..3b3203e260ddf178494b13fb2afb20f466c93045
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/run_manifest.json
@@ -0,0 +1,87 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:01:33.071404+00:00",
+  "ended_at": "2026-05-19T15:01:41.437945+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_07071d372558517c",
+    "problem_id": "v2p_c2_6bb4aaba2c78c396",
+    "dataset_id": "c2",
+    "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=class.",
+    "bindings": {
+      "group_col": "class",
+      "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": 0.0,
+      "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=low_support_extremes",
+      "template_selection_mode=rule",
+      "problem_index_within_template=3",
+      "sql_variant_index=1/2",
+      "binding_index=62"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 6,
+    "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_f/c2/sql/v2q_c2_07071d372558517c.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_07071d372558517c",
+    "api_calls": 0,
+    "input_tokens": 13699,
+    "cached_input_tokens": 0,
+    "output_tokens": 230,
+    "total_tokens": 13929,
+    "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": 8361.01,
+    "sql_execution_elapsed_ms_total": 1.2,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/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_f/c2/artifacts/v2q_c2_07071d372558517c/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..4e96f14bed624d062a7d83fa4a9f383bc76635d1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:01:41.434964+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": 8361.01, "started_at": "2026-05-19T15:01:33.072889+00:00", "ended_at": "2026-05-19T15:01:41.433938+00:00", "prompt_metrics": {"chars": 5649, "bytes_utf8": 5649, "lines": 178, "estimated_tokens": null}, "response_metrics": {"chars": 346, "bytes_utf8": 346, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13699, "cached_input_tokens": 0, "output_tokens": 230, "reasoning_output_tokens": 137}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n    \\\"class\\\",\\n    COUNT(*) AS support\\nFROM \\\"c2\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY support ASC, \\\"class\\\"\\nLIMIT 12;\",\"notes\":\"Applies the Low-Support Group Count template with group_col bound to \\\"class\\\", counting rows per class and ordering from lowest support to highest.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..3f5b477dc1806766696a467abbfcff4c071d4d7a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_07071d372558517c",
+  "api_calls": 0,
+  "input_tokens": 13699,
+  "cached_input_tokens": 0,
+  "output_tokens": 230,
+  "total_tokens": 13929,
+  "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": 8361.01,
+  "sql_execution_elapsed_ms_total": 1.2,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07071d372558517c/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_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ba6e09a35e5d4a070da342d21ceaf9d7f8671515
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5846, "bytes_utf8": 5846, "lines": 182, "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": 13734, "cached_input_tokens": 12672, "output_tokens": 291, "reasoning_output_tokens": 183}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..2232423ddb3835887579ff09229ceda390d5c523
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_07e8967fd52838ea",
+    "api_calls": 0,
+    "input_tokens": 13734,
+    "cached_input_tokens": 12672,
+    "output_tokens": 291,
+    "total_tokens": 14025,
+    "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": 8505.91,
+    "sql_execution_elapsed_ms_total": 1.27,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/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_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..cc7d36caddb32f238692584b57a6ac6f640fd37f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/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": "2026-05-19T15:13:24.650494+00:00",
+  "ended_at": "2026-05-19T15:13:33.156442+00:00",
+  "elapsed_ms": 8505.91,
+  "prompt_metrics": {
+    "chars": 5846,
+    "bytes_utf8": 5846,
+    "lines": 182,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 751,
+    "bytes_utf8": 751,
+    "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": 13734,
+      "cached_input_tokens": 12672,
+      "output_tokens": 291,
+      "reasoning_output_tokens": 183
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d67bfc57bc6ab0a286c9f0fcf053b23564c03cd2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,182 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=maint.",
+  "planned_template_id": "tpl_clickbench_filtered_topk_group_count",
+  "bindings": {
+    "group_col": "maint",
+    "predicate_col": "safety",
+    "predicate_op": "=",
+    "predicate_value": "high",
+    "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": 0.0,
+    "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 support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..176691591ee8696e9e57a52483ca8c277a272c2e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cc-81af-7ab2-8f99-e37d349b5b73"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"maint\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"safety\\\" = 'high'\\nGROUP BY \\\"maint\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 18;\",\"notes\":\"Applied the planned Filtered Top-k Group Count template with group_col=\\\"maint\\\", predicate_col=\\\"safety\\\", predicate_op=\\\"=\\\", predicate_value='high', and top_k=18.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13734,"cached_input_tokens":12672,"output_tokens":291,"reasoning_output_tokens":183}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..36983af6c7bb23291ab4c4f2cd33ed4c348e4263
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_topk_group_count\nSELECT \"maint\", COUNT(*) AS \"support\"\nFROM \"c2\"\nWHERE \"safety\" = 'high'\nGROUP BY \"maint\"\nORDER BY \"support\" DESC\nLIMIT 18;","notes":"Applied the planned Filtered Top-k Group Count template with group_col=\"maint\", predicate_col=\"safety\", predicate_op=\"=\", predicate_value='high', and top_k=18."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e8967fd52838ea/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..38322d830b5c56cd74016fc51a6817cf4a65430b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5657, "bytes_utf8": 5657, "lines": 178, "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": 13699, "cached_input_tokens": 12672, "output_tokens": 430, "reasoning_output_tokens": 329}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..61d3582e1bf9a339211f93d47bd6d7c41c2bb7df
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_07e906a76926c297",
+    "api_calls": 0,
+    "input_tokens": 13699,
+    "cached_input_tokens": 12672,
+    "output_tokens": 430,
+    "total_tokens": 14129,
+    "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": 10509.96,
+    "sql_execution_elapsed_ms_total": 0.88,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/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_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e35a957ff12f70477abae7134e2b2ad5ef61827
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/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": "2026-05-19T15:01:06.892571+00:00",
+  "ended_at": "2026-05-19T15:01:17.402576+00:00",
+  "elapsed_ms": 10509.96,
+  "prompt_metrics": {
+    "chars": 5657,
+    "bytes_utf8": 5657,
+    "lines": 178,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 713,
+    "bytes_utf8": 713,
+    "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": 13699,
+      "cached_input_tokens": 12672,
+      "output_tokens": 430,
+      "reasoning_output_tokens": 329
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c4cad22e5a33490a816e8a1066d329f7b382dda8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,178 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=lug_boot.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "lug_boot",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e686f9a810b9b5dc68c25037d63da2271bddaadd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c1-3fbf-7ae1-8233-f9116e456674"}
+{"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    \\\"lug_boot\\\",\\n    COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\"\\nORDER BY \\\"support\\\" ASC, \\\"lug_boot\\\"\\nLIMIT 15;\",\"notes\":\"Applies the Low-Support Group Count template to count rows by \\\"lug_boot\\\", ordered from lowest support to highest, limited to 15 groups.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13699,"cached_input_tokens":12672,"output_tokens":430,"reasoning_output_tokens":329}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b477aab8b9db51d1b43d01199e7b16262729d38a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n    \"lug_boot\",\n    COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"lug_boot\"\nORDER BY \"support\" ASC, \"lug_boot\"\nLIMIT 15;","notes":"Applies the Low-Support Group Count template to count rows by \"lug_boot\", ordered from lowest support to highest, limited to 15 groups."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_07e906a76926c297/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f4af4db4741a39d56c07fb96fbb85ec6d36d759a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Pairwise Sparse Slice Count to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=maint, group_col_2=class.
+Result preview: [{"maint": "high", "class": "vgood", "support": 13}, {"maint": "med", "class": "good", "support": 23}, {"maint": "low", "class": "vgood", "support": 26}, {"maint": "med", "class": "vgood", "support": 26}, {"maint": "low", "class": "good", "support": 46}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..1d611ca625a1293a0d6945bd4ae8af2b436b9869
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/generated_sql.sql
@@ -0,0 +1,21 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_tail_pairwise_sparse_slice_v2
+-- query_record_id: v2q_c2_0869bd81c27dcee3
+-- problem_id: v2p_c2_5b1e36bb9c2baabd
+-- realization_mode: agent
+-- source_kind: agent
+SELECT
+    "maint",
+    "class",
+    COUNT(*) AS support
+FROM "c2"
+GROUP BY "maint", "class"
+ORDER BY support ASC, "maint", "class"
+LIMIT 13;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..e8e5958be718a53a2e539b2920eb4c6f6f6f6222
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/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_tail_pairwise_sparse_slice_v2\nSELECT\n    \"maint\",\n    \"class\",\n    COUNT(*) AS support\nFROM \"c2\"\nGROUP BY \"maint\", \"class\"\nORDER BY support ASC, \"maint\", \"class\"\nLIMIT 13;", "result": "{\"query\": \"-- template_id: tpl_tail_pairwise_sparse_slice_v2\\nSELECT\\n    \\\"maint\\\",\\n    \\\"class\\\",\\n    COUNT(*) AS support\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\", \\\"class\\\"\\nORDER BY support ASC, \\\"maint\\\", \\\"class\\\"\\nLIMIT 13;\", \"columns\": [\"maint\", \"class\", \"support\"], \"rows\": [{\"maint\": \"high\", \"class\": \"vgood\", \"support\": 13}, {\"maint\": \"med\", \"class\": \"good\", \"support\": 23}, {\"maint\": \"low\", \"class\": \"vgood\", \"support\": 26}, {\"maint\": \"med\", \"class\": \"vgood\", \"support\": 26}, {\"maint\": \"low\", \"class\": \"good\", \"support\": 46}, {\"maint\": \"vhigh\", \"class\": \"acc\", \"support\": 72}, {\"maint\": \"low\", \"class\": \"acc\", \"support\": 92}, {\"maint\": \"high\", \"class\": \"acc\", \"support\": 105}, {\"maint\": \"med\", \"class\": \"acc\", \"support\": 115}, {\"maint\": \"low\", \"class\": \"unacc\", \"support\": 268}, {\"maint\": \"med\", \"class\": \"unacc\", \"support\": 268}, {\"maint\": \"high\", \"class\": \"unacc\", \"support\": 314}, {\"maint\": \"vhigh\", \"class\": \"unacc\", \"support\": 360}], \"row_count_returned\": 13, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.39}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..8a5212e68be995c643ed87e9520197577264b903
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/run_manifest.json
@@ -0,0 +1,89 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:03:24.931443+00:00",
+  "ended_at": "2026-05-19T15:03:31.674473+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_0869bd81c27dcee3",
+    "problem_id": "v2p_c2_5b1e36bb9c2baabd",
+    "dataset_id": "c2",
+    "template_id": "tpl_tail_pairwise_sparse_slice_v2",
+    "template_name": "Pairwise Sparse Slice Count",
+    "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": "support",
+    "extended_family": false,
+    "question": "Use template Pairwise Sparse Slice Count to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=maint, group_col_2=class.",
+    "bindings": {
+      "group_col": "maint",
+      "group_col_2": "class",
+      "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": 0.0,
+      "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",
+      "group_col_2"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT\n    {group_col},\n    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=tail_ranked_signal",
+      "template_selection_mode=rule",
+      "problem_index_within_template=2",
+      "sql_variant_index=1/1",
+      "binding_index=73"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 7,
+    "problem_index_within_template": 2,
+    "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_f/c2/sql/v2q_c2_0869bd81c27dcee3.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_0869bd81c27dcee3",
+    "api_calls": 0,
+    "input_tokens": 13764,
+    "cached_input_tokens": 12672,
+    "output_tokens": 199,
+    "total_tokens": 13963,
+    "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": 6735.81,
+    "sql_execution_elapsed_ms_total": 2.39,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/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_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..07097667cb3620cb88b9f19a4ec2657c6b5300e1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:03:31.669832+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": 6735.81, "started_at": "2026-05-19T15:03:24.932751+00:00", "ended_at": "2026-05-19T15:03:31.668590+00:00", "prompt_metrics": {"chars": 5823, "bytes_utf8": 5823, "lines": 180, "estimated_tokens": null}, "response_metrics": {"chars": 382, "bytes_utf8": 382, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13764, "cached_input_tokens": 12672, "output_tokens": 199, "reasoning_output_tokens": 88}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tail_pairwise_sparse_slice_v2\\nSELECT\\n    \\\"maint\\\",\\n    \\\"class\\\",\\n    COUNT(*) AS support\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\", \\\"class\\\"\\nORDER BY support ASC, \\\"maint\\\", \\\"class\\\"\\nLIMIT 13;\",\"notes\":\"Applied the requested Pairwise Sparse Slice Count template with group_col=\\\"maint\\\", group_col_2=\\\"class\\\", and top_k=13 on the single table \\\"c2\\\".\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f789df1443f78d003e32507e09c61c11427c785b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_0869bd81c27dcee3",
+  "api_calls": 0,
+  "input_tokens": 13764,
+  "cached_input_tokens": 12672,
+  "output_tokens": 199,
+  "total_tokens": 13963,
+  "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": 6735.81,
+  "sql_execution_elapsed_ms_total": 2.39,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0869bd81c27dcee3/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_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6088fecc55f15b0344a40f9baeea15238347cdfc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=buying, target_col=class.
+Result preview: [{"buying": "low", "support": 432, "focus_rate": 0.09027777777777778}, {"buying": "med", "support": 432, "focus_rate": 0.06018518518518518}, {"buying": "high", "support": 432, "focus_rate": 0.0}, {"buying": "vhigh", "support": 432, "focus_rate": 0.0}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..e87ff9d9ec9940e873e4d4c594004b1597f962de
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/generated_sql.sql
@@ -0,0 +1,22 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_tail_target_rate_extremes_v2
+-- query_record_id: v2q_c2_086fe3c25c36bc81
+-- problem_id: v2p_c2_4a18c0e1a912fe39
+-- realization_mode: agent
+-- source_kind: agent
+SELECT
+  "buying",
+  COUNT(*) AS "support",
+  AVG(CASE WHEN "class" = 'vgood' THEN 1 ELSE 0 END) AS "focus_rate"
+FROM "c2"
+GROUP BY "buying"
+HAVING COUNT(*) >= 5
+ORDER BY "focus_rate" DESC, "support" ASC
+LIMIT 11;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b5f55c71ef06b453a30f86a3380b9fb654082c5d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/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_tail_target_rate_extremes_v2\nSELECT\n  \"buying\",\n  COUNT(*) AS \"support\",\n  AVG(CASE WHEN \"class\" = 'vgood' THEN 1 ELSE 0 END) AS \"focus_rate\"\nFROM \"c2\"\nGROUP BY \"buying\"\nHAVING COUNT(*) >= 5\nORDER BY \"focus_rate\" DESC, \"support\" ASC\nLIMIT 11;", "result": "{\"query\": \"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n  \\\"buying\\\",\\n  COUNT(*) AS \\\"support\\\",\\n  AVG(CASE WHEN \\\"class\\\" = 'vgood' THEN 1 ELSE 0 END) AS \\\"focus_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\"\\nHAVING COUNT(*) >= 5\\nORDER BY \\\"focus_rate\\\" DESC, \\\"support\\\" ASC\\nLIMIT 11;\", \"columns\": [\"buying\", \"support\", \"focus_rate\"], \"rows\": [{\"buying\": \"low\", \"support\": 432, \"focus_rate\": 0.09027777777777778}, {\"buying\": \"med\", \"support\": 432, \"focus_rate\": 0.06018518518518518}, {\"buying\": \"high\", \"support\": 432, \"focus_rate\": 0.0}, {\"buying\": \"vhigh\", \"support\": 432, \"focus_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.78}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..8df31a9935f30640f0cb3f0fca58fde999d3794e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/run_manifest.json
@@ -0,0 +1,90 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:07:11.083123+00:00",
+  "ended_at": "2026-05-19T15:07:22.238323+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_086fe3c25c36bc81",
+    "problem_id": "v2p_c2_4a18c0e1a912fe39",
+    "dataset_id": "c2",
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "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 Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=buying, target_col=class.",
+    "bindings": {
+      "group_col": "buying",
+      "target_col": "class",
+      "target_value": "vgood",
+      "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": 0.0,
+      "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",
+      "target_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=rare_target_concentration",
+      "template_selection_mode=rule",
+      "problem_index_within_template=8",
+      "sql_variant_index=1/2",
+      "binding_index=91"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 8,
+    "problem_index_within_template": 8,
+    "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_f/c2/sql/v2q_c2_086fe3c25c36bc81.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_086fe3c25c36bc81",
+    "api_calls": 0,
+    "input_tokens": 13804,
+    "cached_input_tokens": 12672,
+    "output_tokens": 522,
+    "total_tokens": 14326,
+    "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": 11149.26,
+    "sql_execution_elapsed_ms_total": 1.78,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/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_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9bbf963ec808fbf2d953725c967693943be436ef
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:07:22.234282+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": 11149.26, "started_at": "2026-05-19T15:07:11.083856+00:00", "ended_at": "2026-05-19T15:07:22.233145+00:00", "prompt_metrics": {"chars": 5995, "bytes_utf8": 5995, "lines": 181, "estimated_tokens": null}, "response_metrics": {"chars": 459, "bytes_utf8": 459, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13804, "cached_input_tokens": 12672, "output_tokens": 522, "reasoning_output_tokens": 375}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n  \\\"buying\\\",\\n  COUNT(*) AS \\\"support\\\",\\n  AVG(CASE WHEN \\\"class\\\" = 'vgood' THEN 1 ELSE 0 END) AS \\\"focus_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\"\\nHAVING COUNT(*) >= 5\\nORDER BY \\\"focus_rate\\\" DESC, \\\"support\\\" ASC\\nLIMIT 11;\",\"notes\":\"Uses the planned Tail Target-Rate Extremes template with group_col=\\\"buying\\\", target_col=\\\"class\\\", target_value='vgood', min_support=5, and top_k=11.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..53ac5895e2a2e82f62578094a5f5f53761ee77e2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_086fe3c25c36bc81",
+  "api_calls": 0,
+  "input_tokens": 13804,
+  "cached_input_tokens": 12672,
+  "output_tokens": 522,
+  "total_tokens": 14326,
+  "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": 11149.26,
+  "sql_execution_elapsed_ms_total": 1.78,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_086fe3c25c36bc81/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_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a4c0772f9ea7be72231c16bdae4ff340ed7934ba
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=maint.
+Result preview: [{"maint": "vhigh", "row_count": 432}, {"maint": "med", "row_count": 432}, {"maint": "low", "row_count": 432}, {"maint": "high", "row_count": 432}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..a1c09fcbd2fb7136fe6327939a3c80243f55e231
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/generated_sql.sql
@@ -0,0 +1,17 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: subgroup_structure
+-- canonical_subitem_id: subgroup_size_stability
+-- intended_facet_id: subgroup_distribution_shift
+-- variant_semantic_role: count_distribution
+-- template_id: tpl_clickbench_group_count
+-- query_record_id: v2q_c2_08b20ac2ad20d6ba
+-- problem_id: v2p_c2_7a03596fa5af4343
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "maint", COUNT(*) AS row_count
+FROM "c2"
+GROUP BY "maint"
+ORDER BY row_count DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..31d87aa2daa2d794c24a90c4878dfad24471a8d7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/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_clickbench_group_count\nSELECT \"maint\", COUNT(*) AS row_count\nFROM \"c2\"\nGROUP BY \"maint\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"maint\\\", COUNT(*) AS row_count\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"maint\", \"row_count\"], \"rows\": [{\"maint\": \"vhigh\", \"row_count\": 432}, {\"maint\": \"med\", \"row_count\": 432}, {\"maint\": \"low\", \"row_count\": 432}, {\"maint\": \"high\", \"row_count\": 432}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.59}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..83c5b86a23fb901dea1a0d23bdf36d9a42dcb10a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/run_manifest.json
@@ -0,0 +1,87 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T14:53:49.873898+00:00",
+  "ended_at": "2026-05-19T14:53:57.244512+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_08b20ac2ad20d6ba",
+    "problem_id": "v2p_c2_7a03596fa5af4343",
+    "dataset_id": "c2",
+    "template_id": "tpl_clickbench_group_count",
+    "template_name": "Grouped Count by Category",
+    "family_id": "subgroup_structure",
+    "canonical_subitem_id": "subgroup_size_stability",
+    "intended_facet_id": "subgroup_distribution_shift",
+    "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 Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=maint.",
+    "bindings": {
+      "group_col": "maint",
+      "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": 0.0,
+      "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 {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;",
+    "notes": [
+      "default_facets=subgroup_distribution_shift",
+      "template_selection_mode=rule",
+      "problem_index_within_template=4",
+      "sql_variant_index=1/1",
+      "binding_index=15"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 2,
+    "problem_index_within_template": 4,
+    "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_f/c2/sql/v2q_c2_08b20ac2ad20d6ba.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_08b20ac2ad20d6ba",
+    "api_calls": 0,
+    "input_tokens": 13661,
+    "cached_input_tokens": 0,
+    "output_tokens": 195,
+    "total_tokens": 13856,
+    "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": 7364.15,
+    "sql_execution_elapsed_ms_total": 1.59,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/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_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d936384b022012cb7fc0e91ec996902c8eb2fbdc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T14:53:57.240324+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": 7364.15, "started_at": "2026-05-19T14:53:49.874545+00:00", "ended_at": "2026-05-19T14:53:57.238718+00:00", "prompt_metrics": {"chars": 5569, "bytes_utf8": 5569, "lines": 178, "estimated_tokens": null}, "response_metrics": {"chars": 320, "bytes_utf8": 320, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13661, "cached_input_tokens": 0, "output_tokens": 195, "reasoning_output_tokens": 117}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"maint\\\", COUNT(*) AS row_count\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the provided grouped-count template with group_col bound to \\\"maint\\\" to show the count distribution of car configurations by maintenance cost category.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..94898b7803ffbaa16e919ff7f48e4805ddcf3149
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_08b20ac2ad20d6ba",
+  "api_calls": 0,
+  "input_tokens": 13661,
+  "cached_input_tokens": 0,
+  "output_tokens": 195,
+  "total_tokens": 13856,
+  "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": 7364.15,
+  "sql_execution_elapsed_ms_total": 1.59,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_08b20ac2ad20d6ba/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_f/c2/artifacts/v2q_c2_0adfb55328c67d56/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b6299a3900f9454c361110102773a5fe3720e5bc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Top-k Groups by Distinct Entity Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=buying.
+Result preview: [{"buying": "vhigh", "distinct_entities": 1}, {"buying": "med", "distinct_entities": 1}, {"buying": "low", "distinct_entities": 1}, {"buying": "high", "distinct_entities": 1}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..c8864f34673d656b37ea56c3e78061f101aeda11
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: subgroup_structure
+-- canonical_subitem_id: internal_profile_stability
+-- intended_facet_id: subgroup_rank_order
+-- variant_semantic_role: ranked_signal_view
+-- template_id: tpl_clickbench_group_distinct_topk
+-- query_record_id: v2q_c2_0adfb55328c67d56
+-- problem_id: v2p_c2_bf55c4a150ee4834
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "buying", COUNT(DISTINCT "buying") AS "distinct_entities"
+FROM "c2"
+GROUP BY "buying"
+ORDER BY "distinct_entities" DESC
+LIMIT 15;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9f1ee0c535d0ce4ad211348fafcb45461cd92687
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/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_clickbench_group_distinct_topk\nSELECT \"buying\", COUNT(DISTINCT \"buying\") AS \"distinct_entities\"\nFROM \"c2\"\nGROUP BY \"buying\"\nORDER BY \"distinct_entities\" DESC\nLIMIT 15;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_distinct_topk\\nSELECT \\\"buying\\\", COUNT(DISTINCT \\\"buying\\\") AS \\\"distinct_entities\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\"\\nORDER BY \\\"distinct_entities\\\" DESC\\nLIMIT 15;\", \"columns\": [\"buying\", \"distinct_entities\"], \"rows\": [{\"buying\": \"vhigh\", \"distinct_entities\": 1}, {\"buying\": \"med\", \"distinct_entities\": 1}, {\"buying\": \"low\", \"distinct_entities\": 1}, {\"buying\": \"high\", \"distinct_entities\": 1}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.15}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..5b0379aa3fd97a933ff05ca2782f242bdac83181
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/run_manifest.json
@@ -0,0 +1,89 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T14:51:25.082024+00:00",
+  "ended_at": "2026-05-19T14:51:33.896544+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_0adfb55328c67d56",
+    "problem_id": "v2p_c2_bf55c4a150ee4834",
+    "dataset_id": "c2",
+    "template_id": "tpl_clickbench_group_distinct_topk",
+    "template_name": "Top-k Groups by Distinct Entity Coverage",
+    "family_id": "subgroup_structure",
+    "canonical_subitem_id": "internal_profile_stability",
+    "intended_facet_id": "subgroup_rank_order",
+    "variant_semantic_role": "ranked_signal_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "support",
+    "extended_family": false,
+    "question": "Use template Top-k Groups by Distinct Entity Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=buying.",
+    "bindings": {
+      "group_col": "buying",
+      "entity_col": "buying",
+      "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": 0.0,
+      "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",
+      "entity_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "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_f/c2/sql/v2q_c2_0adfb55328c67d56.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_0adfb55328c67d56",
+    "api_calls": 0,
+    "input_tokens": 13715,
+    "cached_input_tokens": 0,
+    "output_tokens": 281,
+    "total_tokens": 13996,
+    "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": 8809.46,
+    "sql_execution_elapsed_ms_total": 1.15,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/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_f/c2/artifacts/v2q_c2_0adfb55328c67d56/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d61aa97757b6d06cc32e1a20deb1676e3a62d310
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T14:51:33.893453+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": 8809.46, "started_at": "2026-05-19T14:51:25.082898+00:00", "ended_at": "2026-05-19T14:51:33.892396+00:00", "prompt_metrics": {"chars": 5776, "bytes_utf8": 5776, "lines": 180, "estimated_tokens": null}, "response_metrics": {"chars": 440, "bytes_utf8": 440, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13715, "cached_input_tokens": 0, "output_tokens": 281, "reasoning_output_tokens": 166}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_distinct_topk\\nSELECT \\\"buying\\\", COUNT(DISTINCT \\\"buying\\\") AS \\\"distinct_entities\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\"\\nORDER BY \\\"distinct_entities\\\" DESC\\nLIMIT 15;\",\"notes\":\"Applied the provided template with group_col=\\\"buying\\\" and entity_col=\\\"buying\\\" exactly as bound. Because the grouped column and distinct entity column are the same, each group's distinct_entities value will be 1.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..39f39e41b51fb1159e22dcdd73c3bdb641f8f516
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_0adfb55328c67d56",
+  "api_calls": 0,
+  "input_tokens": 13715,
+  "cached_input_tokens": 0,
+  "output_tokens": 281,
+  "total_tokens": 13996,
+  "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": 8809.46,
+  "sql_execution_elapsed_ms_total": 1.15,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0adfb55328c67d56/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_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9214f29d7dfcc765e5e2415d02e01015408a1f8d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5908, "bytes_utf8": 5908, "lines": 183, "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": 421, "bytes_utf8": 421, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13751, "cached_input_tokens": 0, "output_tokens": 433, "reasoning_output_tokens": 307}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..8f1114685319bd432fab97766461c865830f889d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_0e53991627c411ef",
+    "api_calls": 0,
+    "input_tokens": 13751,
+    "cached_input_tokens": 0,
+    "output_tokens": 433,
+    "total_tokens": 14184,
+    "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": 13593.08,
+    "sql_execution_elapsed_ms_total": 1.32,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/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_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ba29a0cd9d1f7261dd2179d6f56a72071e1f3c33
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/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": "2026-05-19T14:54:55.446397+00:00",
+  "ended_at": "2026-05-19T14:55:09.039500+00:00",
+  "elapsed_ms": 13593.08,
+  "prompt_metrics": {
+    "chars": 5908,
+    "bytes_utf8": 5908,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 780,
+    "bytes_utf8": 780,
+    "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": 421,
+      "bytes_utf8": 421,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13751,
+      "cached_input_tokens": 0,
+      "output_tokens": 433,
+      "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_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1394ae92a90d830312b1ee14a345b7c4b1dc1bce
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=lug_boot, condition_col=lug_boot.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "lug_boot",
+    "condition_col": "lug_boot",
+    "condition_value": "big",
+    "positive_value": "big",
+    "negative_value": "med",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..51aee420ca5e9aefe2fdc12ad39b1e8fa1a49f8b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bb-94d6-7631-bc13-c669f6bc6055"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"lug_boot\\\",\\n       AVG(CASE WHEN \\\"lug_boot\\\" = 'big' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the bound template literally: groups by \\\"lug_boot\\\" and computes the within-group rate where \\\"lug_boot\\\" = 'big', so the 'big' group will have rate 1.0 and other groups 0.0.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13751,"cached_input_tokens":0,"output_tokens":433,"reasoning_output_tokens":307}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..31e16474cfbd0b27345a92f5d619b284497d1c16
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"lug_boot\",\n       AVG(CASE WHEN \"lug_boot\" = 'big' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"c2\"\nGROUP BY \"lug_boot\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the bound template literally: groups by \"lug_boot\" and computes the within-group rate where \"lug_boot\" = 'big', so the 'big' group will have rate 1.0 and other groups 0.0."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_0e53991627c411ef/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..8511c53f3103fe5a2b746b32e4f1e5293817d767
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5955, "bytes_utf8": 5955, "lines": 183, "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": 486, "bytes_utf8": 486, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13789, "cached_input_tokens": 12672, "output_tokens": 330, "reasoning_output_tokens": 193}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..3ea6f647c0490b89f2a0fd558250e6c07e5496ef
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_1071b6b21c712781",
+    "api_calls": 0,
+    "input_tokens": 13789,
+    "cached_input_tokens": 12672,
+    "output_tokens": 330,
+    "total_tokens": 14119,
+    "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": 9136.96,
+    "sql_execution_elapsed_ms_total": 3.4,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/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_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d04a4796dff10dc38a80e26516ab39a7b5af415b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/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": "2026-05-19T15:09:20.121246+00:00",
+  "ended_at": "2026-05-19T15:09:29.258237+00:00",
+  "elapsed_ms": 9136.96,
+  "prompt_metrics": {
+    "chars": 5955,
+    "bytes_utf8": 5955,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 861,
+    "bytes_utf8": 861,
+    "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": 486,
+      "bytes_utf8": 486,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13789,
+      "cached_input_tokens": 12672,
+      "output_tokens": 330,
+      "reasoning_output_tokens": 193
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..34ae8b65dcab9d07d51f4e5e374870c3fbfbb088
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Axis Target Rate Surface to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=persons, group_col_2=lug_boot, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "persons",
+    "group_col_2": "lug_boot",
+    "target_col": "class",
+    "target_value": "vgood",
+    "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": 0.0,
+    "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},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6fbbd3603f7813441eee30574f5d129fcf4f24a0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c8-c67c-7121-a883-f5bfa4b26a5e"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"persons\\\", \\\"lug_boot\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'vgood' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\", \\\"lug_boot\\\"\\nORDER BY \\\"target_rate\\\" DESC;\",\"notes\":\"Applies the provided Two-Axis Target Rate Surface template with group_col=\\\"persons\\\", group_col_2=\\\"lug_boot\\\", target_col=\\\"class\\\", and target_value='vgood' to compute the vgood rate for each persons-by-lug_boot combination.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13789,"cached_input_tokens":12672,"output_tokens":330,"reasoning_output_tokens":193}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b3847b777fb2101f534e6137e7c6d7900374228e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate\nSELECT \"persons\", \"lug_boot\",\n       AVG(CASE WHEN \"class\" = 'vgood' THEN 1 ELSE 0 END) AS \"target_rate\"\nFROM \"c2\"\nGROUP BY \"persons\", \"lug_boot\"\nORDER BY \"target_rate\" DESC;","notes":"Applies the provided Two-Axis Target Rate Surface template with group_col=\"persons\", group_col_2=\"lug_boot\", target_col=\"class\", and target_value='vgood' to compute the vgood rate for each persons-by-lug_boot combination."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1071b6b21c712781/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8238683c257ff330990cd0535abd54ae913853b6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Two-Dimensional Top-k Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=lug_boot, group_col_2=class.
+Result preview: [{"lug_boot": "small", "class": "unacc", "support": 450}, {"lug_boot": "med", "class": "unacc", "support": 392}, {"lug_boot": "big", "class": "unacc", "support": 368}, {"lug_boot": "big", "class": "acc", "support": 144}, {"lug_boot": "med", "class": "acc", "support": 135}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..bc66855659acd1d58e58ef63b9d1cc9956ab0e86
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: subgroup_structure
+-- canonical_subitem_id: subgroup_size_stability
+-- intended_facet_id: subgroup_distribution_shift
+-- variant_semantic_role: count_distribution
+-- template_id: tpl_clickbench_two_dimensional_topk_count
+-- query_record_id: v2q_c2_113c14edf0e800ad
+-- problem_id: v2p_c2_f8c73498020b094c
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "lug_boot", "class", COUNT(*) AS "support"
+FROM "c2"
+GROUP BY "lug_boot", "class"
+ORDER BY "support" DESC
+LIMIT 14;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..3fe0bcf615c8fe3205e30a3cb79b19ebc4f90ba3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/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_clickbench_two_dimensional_topk_count.\nSELECT \"lug_boot\", \"class\", COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"lug_boot\", \"class\"\nORDER BY \"support\" DESC\nLIMIT 14;", "result": "{\"query\": \"-- template_id: tpl_clickbench_two_dimensional_topk_count.\\nSELECT \\\"lug_boot\\\", \\\"class\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\", \\\"class\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 14;\", \"columns\": [\"lug_boot\", \"class\", \"support\"], \"rows\": [{\"lug_boot\": \"small\", \"class\": \"unacc\", \"support\": 450}, {\"lug_boot\": \"med\", \"class\": \"unacc\", \"support\": 392}, {\"lug_boot\": \"big\", \"class\": \"unacc\", \"support\": 368}, {\"lug_boot\": \"big\", \"class\": \"acc\", \"support\": 144}, {\"lug_boot\": \"med\", \"class\": \"acc\", \"support\": 135}, {\"lug_boot\": \"small\", \"class\": \"acc\", \"support\": 105}, {\"lug_boot\": \"big\", \"class\": \"vgood\", \"support\": 40}, {\"lug_boot\": \"med\", \"class\": \"vgood\", \"support\": 25}, {\"lug_boot\": \"big\", \"class\": \"good\", \"support\": 24}, {\"lug_boot\": \"med\", \"class\": \"good\", \"support\": 24}, {\"lug_boot\": \"small\", \"class\": \"good\", \"support\": 21}], \"row_count_returned\": 11, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.13}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad5ffa33a26c4292604829832be263a47199231f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/run_manifest.json
@@ -0,0 +1,89 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:15:11.744049+00:00",
+  "ended_at": "2026-05-19T15:15:20.629440+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_113c14edf0e800ad",
+    "problem_id": "v2p_c2_f8c73498020b094c",
+    "dataset_id": "c2",
+    "template_id": "tpl_clickbench_two_dimensional_topk_count",
+    "template_name": "Two-Dimensional Top-k Count",
+    "family_id": "subgroup_structure",
+    "canonical_subitem_id": "subgroup_size_stability",
+    "intended_facet_id": "subgroup_distribution_shift",
+    "variant_semantic_role": "count_distribution",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "support",
+    "extended_family": false,
+    "question": "Use template Two-Dimensional Top-k Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=lug_boot, group_col_2=class.",
+    "bindings": {
+      "group_col": "lug_boot",
+      "group_col_2": "class",
+      "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": 0.0,
+      "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",
+      "group_col_2"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support DESC\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=subgroup_distribution_shift",
+      "template_selection_mode=rule",
+      "problem_index_within_template=5",
+      "sql_variant_index=1/1",
+      "binding_index=124"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 11,
+    "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_f/c2/sql/v2q_c2_113c14edf0e800ad.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_113c14edf0e800ad",
+    "api_calls": 0,
+    "input_tokens": 13730,
+    "cached_input_tokens": 0,
+    "output_tokens": 303,
+    "total_tokens": 14033,
+    "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": 8878.36,
+    "sql_execution_elapsed_ms_total": 2.13,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/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_f/c2/artifacts/v2q_c2_113c14edf0e800ad/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..af136a9623d67e68ec578bceeb5d2abb383632f1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:15:20.625211+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": 8878.36, "started_at": "2026-05-19T15:15:11.745604+00:00", "ended_at": "2026-05-19T15:15:20.624029+00:00", "prompt_metrics": {"chars": 5764, "bytes_utf8": 5764, "lines": 180, "estimated_tokens": null}, "response_metrics": {"chars": 371, "bytes_utf8": 371, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13730, "cached_input_tokens": 0, "output_tokens": 303, "reasoning_output_tokens": 195}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_two_dimensional_topk_count.\\nSELECT \\\"lug_boot\\\", \\\"class\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\", \\\"class\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 14;\",\"notes\":\"Applied the provided Two-Dimensional Top-k Count template with group_col=\\\"lug_boot\\\", group_col_2=\\\"class\\\", and top_k=14 on the single table \\\"c2\\\".\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..dcb28258cc5ab0f42a4df109c61b58454aa22296
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_113c14edf0e800ad",
+  "api_calls": 0,
+  "input_tokens": 13730,
+  "cached_input_tokens": 0,
+  "output_tokens": 303,
+  "total_tokens": 14033,
+  "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": 8878.36,
+  "sql_execution_elapsed_ms_total": 2.13,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_113c14edf0e800ad/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_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..496195ecfd37b674c2bddfa203c2497fc72f744c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5852, "bytes_utf8": 5852, "lines": 182, "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": 373, "bytes_utf8": 373, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13738, "cached_input_tokens": 12672, "output_tokens": 401, "reasoning_output_tokens": 293}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..dc8088bf976db962e93050d6bdcb12f74ca056f4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_13866e148764e1b5",
+    "api_calls": 0,
+    "input_tokens": 13738,
+    "cached_input_tokens": 12672,
+    "output_tokens": 401,
+    "total_tokens": 14139,
+    "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": 9948.93,
+    "sql_execution_elapsed_ms_total": 0.89,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/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_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..2dce9db43e04f66eddb833bfb570c3529f2f9db6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/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": "2026-05-19T15:13:03.071489+00:00",
+  "ended_at": "2026-05-19T15:13:13.020449+00:00",
+  "elapsed_ms": 9948.93,
+  "prompt_metrics": {
+    "chars": 5852,
+    "bytes_utf8": 5852,
+    "lines": 182,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 741,
+    "bytes_utf8": 741,
+    "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": 373,
+      "bytes_utf8": 373,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13738,
+      "cached_input_tokens": 12672,
+      "output_tokens": 401,
+      "reasoning_output_tokens": 293
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1cd4d092d4d0d8c8e568c0c3ea286783fa460a14
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,182 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role filtered_stable_view. Focus on group_col=buying.",
+  "planned_template_id": "tpl_clickbench_filtered_topk_group_count",
+  "bindings": {
+    "group_col": "buying",
+    "predicate_col": "lug_boot",
+    "predicate_op": "=",
+    "predicate_value": "small",
+    "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": 0.0,
+    "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 support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..73116267c52634b71b2cb327140302aeadecd825
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cc-2d5a-7702-9420-795394e8797c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"buying\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"lug_boot\\\" = 'small'\\nGROUP BY \\\"buying\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 17;\",\"notes\":\"Uses the planned Filtered Top-k Group Count template on single table \\\"c2\\\", grouping by \\\"buying\\\" after filtering rows where \\\"lug_boot\\\" = 'small'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13738,"cached_input_tokens":12672,"output_tokens":401,"reasoning_output_tokens":293}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..aa0e33a2673871a738edc937ff7951d413e71f05
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_topk_group_count\nSELECT \"buying\", COUNT(*) AS \"support\"\nFROM \"c2\"\nWHERE \"lug_boot\" = 'small'\nGROUP BY \"buying\"\nORDER BY \"support\" DESC\nLIMIT 17;","notes":"Uses the planned Filtered Top-k Group Count template on single table \"c2\", grouping by \"buying\" after filtering rows where \"lug_boot\" = 'small'."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_13866e148764e1b5/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..74d8c0c2b577f9abcac249f3481da45fa8498ac1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5852, "bytes_utf8": 5852, "lines": 182, "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": 339, "bytes_utf8": 339, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13737, "cached_input_tokens": 12672, "output_tokens": 249, "reasoning_output_tokens": 153}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..520fb9ac96eb102b2a00af30e672bc1298e91496
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_18140989b615d691",
+    "api_calls": 0,
+    "input_tokens": 13737,
+    "cached_input_tokens": 12672,
+    "output_tokens": 249,
+    "total_tokens": 13986,
+    "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": 7511.28,
+    "sql_execution_elapsed_ms_total": 1.16,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/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_f/c2/artifacts/v2q_c2_18140989b615d691/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ede53035b657e5af19ef3bc2a3271cffadafc825
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/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": "2026-05-19T15:14:24.249372+00:00",
+  "ended_at": "2026-05-19T15:14:31.760695+00:00",
+  "elapsed_ms": 7511.28,
+  "prompt_metrics": {
+    "chars": 5852,
+    "bytes_utf8": 5852,
+    "lines": 182,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 695,
+    "bytes_utf8": 695,
+    "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": 13737,
+      "cached_input_tokens": 12672,
+      "output_tokens": 249,
+      "reasoning_output_tokens": 153
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_18140989b615d691/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4862536dc3807363f9ccafcb7538b58b21c5529d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,182 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role filtered_stable_view. Focus on group_col=lug_boot.",
+  "planned_template_id": "tpl_clickbench_filtered_topk_group_count",
+  "bindings": {
+    "group_col": "lug_boot",
+    "predicate_col": "maint",
+    "predicate_op": "=",
+    "predicate_value": "high",
+    "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": 0.0,
+    "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 support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f0bf0fc315fddeea90c21e96934cd2ddbc4b3160
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cd-6a76-7b70-8cab-3f0820bb71ac"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"lug_boot\\\", COUNT(*) AS support\\nFROM \\\"c2\\\"\\nWHERE \\\"maint\\\" = 'high'\\nGROUP BY \\\"lug_boot\\\"\\nORDER BY support DESC\\nLIMIT 16;\",\"notes\":\"Uses the planned Filtered Top-k Group Count template with group_col=\\\"lug_boot\\\", filtered to rows where \\\"maint\\\" = 'high'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13737,"cached_input_tokens":12672,"output_tokens":249,"reasoning_output_tokens":153}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3e17c6631559241152154b964ae09427264dd60f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_topk_group_count\nSELECT \"lug_boot\", COUNT(*) AS support\nFROM \"c2\"\nWHERE \"maint\" = 'high'\nGROUP BY \"lug_boot\"\nORDER BY support DESC\nLIMIT 16;","notes":"Uses the planned Filtered Top-k Group Count template with group_col=\"lug_boot\", filtered to rows where \"maint\" = 'high'."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_18140989b615d691/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..71d0089ab1b0c06ff95ecd530893b7ec61d6d672
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5655, "bytes_utf8": 5655, "lines": 178, "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": 13697, "cached_input_tokens": 12672, "output_tokens": 249, "reasoning_output_tokens": 162}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..773411590fc378652d439565e6bb4afeb3c616ad
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_1833331723972b85",
+    "api_calls": 0,
+    "input_tokens": 13697,
+    "cached_input_tokens": 12672,
+    "output_tokens": 249,
+    "total_tokens": 13946,
+    "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": 7831.42,
+    "sql_execution_elapsed_ms_total": 0.85,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/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_f/c2/artifacts/v2q_c2_1833331723972b85/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..0af4ed3f2c82f413fe140630a19a870c5d07dc1f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/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": "2026-05-19T15:02:44.656683+00:00",
+  "ended_at": "2026-05-19T15:02:52.488135+00:00",
+  "elapsed_ms": 7831.42,
+  "prompt_metrics": {
+    "chars": 5655,
+    "bytes_utf8": 5655,
+    "lines": 178,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 656,
+    "bytes_utf8": 656,
+    "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": 13697,
+      "cached_input_tokens": 12672,
+      "output_tokens": 249,
+      "reasoning_output_tokens": 162
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_1833331723972b85/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..62635513093fb3402337dab95117a80ff267189b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,178 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=persons.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "persons",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_1833331723972b85/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1c6cda1a14429a1e0c58510ee2054e2d929d2920
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c2-bda5-7ca3-aa1d-7bbbef2e593d"}
+{"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    \\\"persons\\\",\\n    COUNT(*) AS support\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\"\\nORDER BY support ASC, \\\"persons\\\"\\nLIMIT 16;\",\"notes\":\"Uses the planned Low-Support Group Count template with group_col bound to \\\"persons\\\" and top_k=16.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13697,"cached_input_tokens":12672,"output_tokens":249,"reasoning_output_tokens":162}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..24d6259dd26e58ab479d4fe16a71f0e5f77c618a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n    \"persons\",\n    COUNT(*) AS support\nFROM \"c2\"\nGROUP BY \"persons\"\nORDER BY support ASC, \"persons\"\nLIMIT 16;","notes":"Uses the planned Low-Support Group Count template with group_col bound to \"persons\" and top_k=16."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1833331723972b85/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6784033a17db60755338fc29604a63dff8991e6a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5994, "bytes_utf8": 5994, "lines": 181, "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": 447, "bytes_utf8": 447, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13801, "cached_input_tokens": 0, "output_tokens": 294, "reasoning_output_tokens": 159}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..577aecb6c554f87b5ad4d348a4ceb78c95f4bcab
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_1853a62a91cb9326",
+    "api_calls": 0,
+    "input_tokens": 13801,
+    "cached_input_tokens": 0,
+    "output_tokens": 294,
+    "total_tokens": 14095,
+    "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": 8367.44,
+    "sql_execution_elapsed_ms_total": 1.72,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/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_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..22b7528e919af391372d4a6c4d33b7cc321ee9f2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/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": "2026-05-19T15:05:31.399924+00:00",
+  "ended_at": "2026-05-19T15:05:39.767396+00:00",
+  "elapsed_ms": 8367.44,
+  "prompt_metrics": {
+    "chars": 5994,
+    "bytes_utf8": 5994,
+    "lines": 181,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 802,
+    "bytes_utf8": 802,
+    "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": 447,
+      "bytes_utf8": 447,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13801,
+      "cached_input_tokens": 0,
+      "output_tokens": 294,
+      "reasoning_output_tokens": 159
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e1a6e18a4454ce696483e3041222b0f135df3ee5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,181 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=doors, target_col=class.",
+  "planned_template_id": "tpl_tail_target_rate_extremes_v2",
+  "bindings": {
+    "group_col": "doors",
+    "target_col": "class",
+    "target_value": "good",
+    "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": 0.0,
+    "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,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ff93ee0301b616e652dd1407c6c44a7084745a35
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c5-491d-7291-87b3-8f8824a21e74"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"doors\\\",\\n    COUNT(*) AS support,\\n    AVG(CASE WHEN \\\"class\\\" = 'good' THEN 1 ELSE 0 END) AS focus_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\"\\nHAVING COUNT(*) >= 5\\nORDER BY focus_rate DESC, support ASC\\nLIMIT 11;\",\"notes\":\"Applied the planned Tail Target-Rate Extremes template with group_col=\\\"doors\\\", target_col=\\\"class\\\", target_value='good', min_support=5, and top_k=11.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13801,"cached_input_tokens":0,"output_tokens":294,"reasoning_output_tokens":159}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..21b423b58f2a43b44c05fdd4b05ff73b29c21b4c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_target_rate_extremes_v2\nSELECT\n    \"doors\",\n    COUNT(*) AS support,\n    AVG(CASE WHEN \"class\" = 'good' THEN 1 ELSE 0 END) AS focus_rate\nFROM \"c2\"\nGROUP BY \"doors\"\nHAVING COUNT(*) >= 5\nORDER BY focus_rate DESC, support ASC\nLIMIT 11;","notes":"Applied the planned Tail Target-Rate Extremes template with group_col=\"doors\", target_col=\"class\", target_value='good', min_support=5, and top_k=11."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1853a62a91cb9326/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5fe387e76e49ab2b0b7d9e0b5c8ed6f0d1a1c9d2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5653, "bytes_utf8": 5653, "lines": 178, "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": 375, "bytes_utf8": 375, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13700, "cached_input_tokens": 12672, "output_tokens": 343, "reasoning_output_tokens": 238}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..8c7fb8bd700533b5bff377eed4668fe73408f7ec
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_19f6a66ddd8a84b3",
+    "api_calls": 0,
+    "input_tokens": 13700,
+    "cached_input_tokens": 12672,
+    "output_tokens": 343,
+    "total_tokens": 14043,
+    "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": 8549.9,
+    "sql_execution_elapsed_ms_total": 1.48,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/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_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..a2e9ac57c4045d651dfd052a4e9c53c17c0bd6b3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/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": "2026-05-19T15:01:56.083587+00:00",
+  "ended_at": "2026-05-19T15:02:04.633515+00:00",
+  "elapsed_ms": 8549.9,
+  "prompt_metrics": {
+    "chars": 5653,
+    "bytes_utf8": 5653,
+    "lines": 178,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 740,
+    "bytes_utf8": 740,
+    "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": 375,
+      "bytes_utf8": 375,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13700,
+      "cached_input_tokens": 12672,
+      "output_tokens": 343,
+      "reasoning_output_tokens": 238
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f57498bf7a36c393d955c162916f21b02ff88f4a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,178 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=buying.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "buying",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fcb28050ee3d2b04f4b1e0584c3f760e3aa6bd50
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c1-fff0-7282-aaa4-50f18502eddd"}
+{"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    \\\"buying\\\",\\n    COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\"\\nORDER BY \\\"support\\\" ASC, \\\"buying\\\"\\nLIMIT 18;\",\"notes\":\"Uses the Low-Support Group Count template with group_col fixed to \\\"buying\\\" on table \\\"c2\\\", returning category support counts sorted from lowest support to highest.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13700,"cached_input_tokens":12672,"output_tokens":343,"reasoning_output_tokens":238}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5c87a87ca6839c78273da30fa30d024d2a2be059
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n    \"buying\",\n    COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"buying\"\nORDER BY \"support\" ASC, \"buying\"\nLIMIT 18;","notes":"Uses the Low-Support Group Count template with group_col fixed to \"buying\" on table \"c2\", returning category support counts sorted from lowest support to highest."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_19f6a66ddd8a84b3/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..10fc5868f445f3d5af39f6e05a8d106d7d733eab
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5990, "bytes_utf8": 5990, "lines": 184, "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": 390, "bytes_utf8": 390, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13766, "cached_input_tokens": 0, "output_tokens": 251, "reasoning_output_tokens": 149}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..d25e8e0ccdb78d4bef7a071611ec005ad7bb83b9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_1cf762a525e78655",
+    "api_calls": 0,
+    "input_tokens": 13766,
+    "cached_input_tokens": 0,
+    "output_tokens": 251,
+    "total_tokens": 14017,
+    "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": 8525.45,
+    "sql_execution_elapsed_ms_total": 1.12,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/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_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..fdf74261917e24c88f43b855ca297ca99940a07a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/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": "2026-05-19T15:16:42.737736+00:00",
+  "ended_at": "2026-05-19T15:16:51.263219+00:00",
+  "elapsed_ms": 8525.45,
+  "prompt_metrics": {
+    "chars": 5990,
+    "bytes_utf8": 5990,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 742,
+    "bytes_utf8": 742,
+    "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": 390,
+      "bytes_utf8": 390,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13766,
+      "cached_input_tokens": 0,
+      "output_tokens": 251,
+      "reasoning_output_tokens": 149
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..07db97813be0d5da2823452036a3c5423ace3a9d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_distinct_topk",
+    "template_name": "Filtered Top-k Distinct Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Distinct Coverage to probe internal_profile_stability with semantic role filtered_stable_view. Focus on group_col=persons.",
+  "planned_template_id": "tpl_clickbench_filtered_distinct_topk",
+  "bindings": {
+    "group_col": "persons",
+    "predicate_col": "persons",
+    "predicate_op": "=",
+    "predicate_value": "4",
+    "entity_col": "persons",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5aa5fa62bd20397adc6c5261298b75c9375f49d5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cf-8782-7af1-9a7b-fb9ac9a4c3ff"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_distinct_topk\\nSELECT \\\"persons\\\", COUNT(DISTINCT \\\"persons\\\") AS distinct_entities\\nFROM \\\"c2\\\"\\nWHERE \\\"persons\\\" = '4'\\nGROUP BY \\\"persons\\\"\\nORDER BY distinct_entities DESC\\nLIMIT 11;\",\"notes\":\"Applied the provided template exactly with group_col, entity_col, and predicate_col all bound to \\\"persons\\\" and predicate_value fixed to '4'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13766,"cached_input_tokens":0,"output_tokens":251,"reasoning_output_tokens":149}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8f3ba344603e62b04d2382fd147eac7912cb0bc6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_distinct_topk\nSELECT \"persons\", COUNT(DISTINCT \"persons\") AS distinct_entities\nFROM \"c2\"\nWHERE \"persons\" = '4'\nGROUP BY \"persons\"\nORDER BY distinct_entities DESC\nLIMIT 11;","notes":"Applied the provided template exactly with group_col, entity_col, and predicate_col all bound to \"persons\" and predicate_value fixed to '4'."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1cf762a525e78655/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7813d70ee61a937f29f6260a64781e6cb7cb8def
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Filtered Top-k Distinct Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=buying.
+Result preview: [{"buying": "low", "distinct_entities": 1}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..446475b4e8c2243f655002f15730135669690c5e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/generated_sql.sql
@@ -0,0 +1,19 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: subgroup_structure
+-- canonical_subitem_id: internal_profile_stability
+-- intended_facet_id: subgroup_rank_order
+-- variant_semantic_role: ranked_signal_view
+-- template_id: tpl_clickbench_filtered_distinct_topk
+-- query_record_id: v2q_c2_1eac419ff3f8777a
+-- problem_id: v2p_c2_e47c99b1b3db447e
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "buying", COUNT(DISTINCT "buying") AS distinct_entities
+FROM "c2"
+WHERE "buying" = 'low'
+GROUP BY "buying"
+ORDER BY distinct_entities DESC
+LIMIT 13;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f59b669ae4bad7693e8f43e60bf9f9ffbfb6c6c4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/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_clickbench_filtered_distinct_topk\nSELECT \"buying\", COUNT(DISTINCT \"buying\") AS distinct_entities\nFROM \"c2\"\nWHERE \"buying\" = 'low'\nGROUP BY \"buying\"\nORDER BY distinct_entities DESC\nLIMIT 13;", "result": "{\"query\": \"-- template_id: tpl_clickbench_filtered_distinct_topk\\nSELECT \\\"buying\\\", COUNT(DISTINCT \\\"buying\\\") AS distinct_entities\\nFROM \\\"c2\\\"\\nWHERE \\\"buying\\\" = 'low'\\nGROUP BY \\\"buying\\\"\\nORDER BY distinct_entities DESC\\nLIMIT 13;\", \"columns\": [\"buying\", \"distinct_entities\"], \"rows\": [{\"buying\": \"low\", \"distinct_entities\": 1}], \"row_count_returned\": 1, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 0.63}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbf52af07c9377bcfb01334208f00faa33fe4acb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/run_manifest.json
@@ -0,0 +1,93 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:15:59.045757+00:00",
+  "ended_at": "2026-05-19T15:16:10.658986+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_1eac419ff3f8777a",
+    "problem_id": "v2p_c2_e47c99b1b3db447e",
+    "dataset_id": "c2",
+    "template_id": "tpl_clickbench_filtered_distinct_topk",
+    "template_name": "Filtered Top-k Distinct Coverage",
+    "family_id": "subgroup_structure",
+    "canonical_subitem_id": "internal_profile_stability",
+    "intended_facet_id": "subgroup_rank_order",
+    "variant_semantic_role": "ranked_signal_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "support",
+    "extended_family": false,
+    "question": "Use template Filtered Top-k Distinct Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=buying.",
+    "bindings": {
+      "group_col": "buying",
+      "predicate_col": "buying",
+      "predicate_op": "=",
+      "predicate_value": "low",
+      "entity_col": "buying",
+      "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": 0.0,
+      "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",
+      "entity_col",
+      "predicate_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast",
+      "template_selection_mode=rule",
+      "problem_index_within_template=2",
+      "sql_variant_index=1/1",
+      "binding_index=133"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 12,
+    "problem_index_within_template": 2,
+    "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_f/c2/sql/v2q_c2_1eac419ff3f8777a.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_1eac419ff3f8777a",
+    "api_calls": 0,
+    "input_tokens": 13769,
+    "cached_input_tokens": 0,
+    "output_tokens": 272,
+    "total_tokens": 14041,
+    "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": 11608.57,
+    "sql_execution_elapsed_ms_total": 0.63,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/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_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cf35076f82e980b5db74c80848d884b9fceaebb9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:16:10.656196+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": 11608.57, "started_at": "2026-05-19T15:15:59.046654+00:00", "ended_at": "2026-05-19T15:16:10.655250+00:00", "prompt_metrics": {"chars": 5985, "bytes_utf8": 5985, "lines": 184, "estimated_tokens": null}, "response_metrics": {"chars": 394, "bytes_utf8": 394, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13769, "cached_input_tokens": 0, "output_tokens": 272, "reasoning_output_tokens": 159}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_filtered_distinct_topk\\nSELECT \\\"buying\\\", COUNT(DISTINCT \\\"buying\\\") AS distinct_entities\\nFROM \\\"c2\\\"\\nWHERE \\\"buying\\\" = 'low'\\nGROUP BY \\\"buying\\\"\\nORDER BY distinct_entities DESC\\nLIMIT 13;\",\"notes\":\"Used the provided template and fixed bindings exactly as given: group_col=\\\"buying\\\", entity_col=\\\"buying\\\", predicate \\\"buying\\\" = 'low', top_k=13.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..51814023c0377adb8e501fac8b5bc67fb2e746cf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_1eac419ff3f8777a",
+  "api_calls": 0,
+  "input_tokens": 13769,
+  "cached_input_tokens": 0,
+  "output_tokens": 272,
+  "total_tokens": 14041,
+  "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": 11608.57,
+  "sql_execution_elapsed_ms_total": 0.63,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_1eac419ff3f8777a/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_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2b6c0824fafa6fb3af14eeb4ba4083ed5e6aa7dd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5782, "bytes_utf8": 5782, "lines": 180, "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": 442, "bytes_utf8": 442, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13715, "cached_input_tokens": 0, "output_tokens": 355, "reasoning_output_tokens": 244}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..4d580e47d662a8afc4102001f05dbb5d2c55e532
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_23035021fe4704ef",
+    "api_calls": 0,
+    "input_tokens": 13715,
+    "cached_input_tokens": 0,
+    "output_tokens": 355,
+    "total_tokens": 14070,
+    "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": 12683.84,
+    "sql_execution_elapsed_ms_total": 1.65,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/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_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ca163f969f7f1cd448f3141bc1ab7df959726c44
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/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": "2026-05-19T14:52:28.507707+00:00",
+  "ended_at": "2026-05-19T14:52:41.191584+00:00",
+  "elapsed_ms": 12683.84,
+  "prompt_metrics": {
+    "chars": 5782,
+    "bytes_utf8": 5782,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 793,
+    "bytes_utf8": 793,
+    "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": 442,
+      "bytes_utf8": 442,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13715,
+      "cached_input_tokens": 0,
+      "output_tokens": 355,
+      "reasoning_output_tokens": 244
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e5be72fafb5feb73f8e61bc722a4553b129c92ea
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_distinct_topk",
+    "template_name": "Top-k Groups by Distinct Entity Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Top-k Groups by Distinct Entity Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=lug_boot.",
+  "planned_template_id": "tpl_clickbench_group_distinct_topk",
+  "bindings": {
+    "group_col": "lug_boot",
+    "entity_col": "lug_boot",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..846647a63ae30d98b191431cda10ce672ce5d0ff
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40b9-56db-7cd1-b734-b68489ab978b"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_distinct_topk\\nSELECT \\\"lug_boot\\\", COUNT(DISTINCT \\\"lug_boot\\\") AS distinct_entities\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\"\\nORDER BY distinct_entities DESC\\nLIMIT 19;\",\"notes\":\"Applied the planned template exactly with group_col=\\\"lug_boot\\\" and entity_col=\\\"lug_boot\\\". Because the distinct entity column matches the grouping column, each non-NULL group will have a distinct_entities value of 1.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13715,"cached_input_tokens":0,"output_tokens":355,"reasoning_output_tokens":244}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0070de4bae42e1853513b56369ca45b27bc4e9de
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_distinct_topk\nSELECT \"lug_boot\", COUNT(DISTINCT \"lug_boot\") AS distinct_entities\nFROM \"c2\"\nGROUP BY \"lug_boot\"\nORDER BY distinct_entities DESC\nLIMIT 19;","notes":"Applied the planned template exactly with group_col=\"lug_boot\" and entity_col=\"lug_boot\". Because the distinct entity column matches the grouping column, each non-NULL group will have a distinct_entities value of 1."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23035021fe4704ef/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5a4d37ea4e2c56866cd211ebbb7f51d68bb87adc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5649, "bytes_utf8": 5649, "lines": 178, "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": 349, "bytes_utf8": 349, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13699, "cached_input_tokens": 12672, "output_tokens": 422, "reasoning_output_tokens": 324}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..fc5e0b43022fc691c9bba05a295a8ab5cc7d69af
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_23c9071583a4d969",
+    "api_calls": 0,
+    "input_tokens": 13699,
+    "cached_input_tokens": 12672,
+    "output_tokens": 422,
+    "total_tokens": 14121,
+    "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": 9578.63,
+    "sql_execution_elapsed_ms_total": 0.86,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/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_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ddd6bbc434d59626889e82db8a446f94348531be
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/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": "2026-05-19T15:02:04.640678+00:00",
+  "ended_at": "2026-05-19T15:02:14.219339+00:00",
+  "elapsed_ms": 9578.63,
+  "prompt_metrics": {
+    "chars": 5649,
+    "bytes_utf8": 5649,
+    "lines": 178,
+    "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": 349,
+      "bytes_utf8": 349,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13699,
+      "cached_input_tokens": 12672,
+      "output_tokens": 422,
+      "reasoning_output_tokens": 324
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c1d4595bd8589c1d1a265945559a84074a9f43a1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,178 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=maint.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "maint",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2d7c836a70196917ddbdac3ef7669c38c35f9583
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c2-214e-7282-bc87-93d699252bc6"}
+{"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  \\\"maint\\\",\\n  COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\"\\nORDER BY \\\"support\\\" ASC, \\\"maint\\\"\\nLIMIT 14;\",\"notes\":\"Applied the Low-Support Group Count template with group_col=\\\"maint\\\" and top_k=14 to return maintenance categories with the lowest support first.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13699,"cached_input_tokens":12672,"output_tokens":422,"reasoning_output_tokens":324}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0d1c0d6b6caf9f1fe235352876201a79bcc45999
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2.\nSELECT\n  \"maint\",\n  COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"maint\"\nORDER BY \"support\" ASC, \"maint\"\nLIMIT 14;","notes":"Applied the Low-Support Group Count template with group_col=\"maint\" and top_k=14 to return maintenance categories with the lowest support first."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_23c9071583a4d969/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ba532d2e5d3e6b887efa103808f14d6c0d4f18bf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5955, "bytes_utf8": 5955, "lines": 183, "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": 13786, "cached_input_tokens": 12672, "output_tokens": 431, "reasoning_output_tokens": 282}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..092fc308e1847c8a9c3fce3dc0bfab9e21d3e540
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_267708675bee7c97",
+    "api_calls": 0,
+    "input_tokens": 13786,
+    "cached_input_tokens": 12672,
+    "output_tokens": 431,
+    "total_tokens": 14217,
+    "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": 14104.46,
+    "sql_execution_elapsed_ms_total": 1.78,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/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_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..387629eaf263ed6ca443d00e8cd86f38e2036ba0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/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": "2026-05-19T15:09:06.010553+00:00",
+  "ended_at": "2026-05-19T15:09:20.115049+00:00",
+  "elapsed_ms": 14104.46,
+  "prompt_metrics": {
+    "chars": 5955,
+    "bytes_utf8": 5955,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 920,
+    "bytes_utf8": 920,
+    "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": 13786,
+      "cached_input_tokens": 12672,
+      "output_tokens": 431,
+      "reasoning_output_tokens": 282
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4682f0283dbefb60740be48a9dd2430242dd9ab8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Axis Target Rate Surface to probe dependency_strength_similarity with semantic role ranked_signal_view. Focus on group_col=doors, group_col_2=class, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "doors",
+    "group_col_2": "class",
+    "target_col": "class",
+    "target_value": "good",
+    "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": 0.0,
+    "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},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8882847f3530c414f5aba10082e309cd6fb0e224
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c8-8f4b-7173-83ad-3c37fb093535"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"doors\\\", \\\"class\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'good' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\", \\\"class\\\"\\nORDER BY \\\"target_rate\\\" DESC;\",\"notes\":\"Applied the required template with bindings group_col=\\\"doors\\\", group_col_2=\\\"class\\\", and target_col=\\\"class\\\". Because the grouping includes \\\"class\\\" itself, the computed rate is structurally 1.0 for rows where \\\"class\\\"='good' and 0.0 for other class groups within each door category.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13786,"cached_input_tokens":12672,"output_tokens":431,"reasoning_output_tokens":282}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2495913dcc6be686f3ef4bddc58738e3bfce9cbe
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate\nSELECT \"doors\", \"class\",\n       AVG(CASE WHEN \"class\" = 'good' THEN 1 ELSE 0 END) AS \"target_rate\"\nFROM \"c2\"\nGROUP BY \"doors\", \"class\"\nORDER BY \"target_rate\" DESC;","notes":"Applied the required template with bindings group_col=\"doors\", group_col_2=\"class\", and target_col=\"class\". Because the grouping includes \"class\" itself, the computed rate is structurally 1.0 for rows where \"class\"='good' and 0.0 for other class groups within each door category."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_267708675bee7c97/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..682e0effdf9d43155ae84e7e8d96c7be7eb59d82
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5773, "bytes_utf8": 5773, "lines": 180, "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": 431, "bytes_utf8": 431, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13712, "cached_input_tokens": 0, "output_tokens": 344, "reasoning_output_tokens": 237}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..70f0152843ed44bd782de2fc60ccf620d6911049
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_26ec55fca6e2ae18",
+    "api_calls": 0,
+    "input_tokens": 13712,
+    "cached_input_tokens": 0,
+    "output_tokens": 344,
+    "total_tokens": 14056,
+    "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": 10265.98,
+    "sql_execution_elapsed_ms_total": 0.93,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/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_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..3d8464f156922ec94130cfdb845484be37389d9e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/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": "2026-05-19T14:53:13.142317+00:00",
+  "ended_at": "2026-05-19T14:53:23.408316+00:00",
+  "elapsed_ms": 10265.98,
+  "prompt_metrics": {
+    "chars": 5773,
+    "bytes_utf8": 5773,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 786,
+    "bytes_utf8": 786,
+    "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": 431,
+      "bytes_utf8": 431,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13712,
+      "cached_input_tokens": 0,
+      "output_tokens": 344,
+      "reasoning_output_tokens": 237
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9de99505ff94d3d2e3840636f6d753d131573f88
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_distinct_topk",
+    "template_name": "Top-k Groups by Distinct Entity Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Top-k Groups by Distinct Entity Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=class.",
+  "planned_template_id": "tpl_clickbench_group_distinct_topk",
+  "bindings": {
+    "group_col": "class",
+    "entity_col": "class",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b3777649a05cf3813b162b401fbc4e1e49e3ff95
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ba-0549-7e23-86a8-065d1ed0374c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_distinct_topk\\nSELECT \\\"class\\\", COUNT(DISTINCT \\\"class\\\") AS \\\"distinct_entities\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY \\\"distinct_entities\\\" DESC\\nLIMIT 16;\",\"notes\":\"Applied the provided template exactly with group_col and entity_col both bound to \\\"class\\\". Because the distinct entity column matches the grouping column, each returned group will have a distinct count of 1.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13712,"cached_input_tokens":0,"output_tokens":344,"reasoning_output_tokens":237}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..13d75d04b8dde11e896493b846f38e83a8138e59
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_distinct_topk\nSELECT \"class\", COUNT(DISTINCT \"class\") AS \"distinct_entities\"\nFROM \"c2\"\nGROUP BY \"class\"\nORDER BY \"distinct_entities\" DESC\nLIMIT 16;","notes":"Applied the provided template exactly with group_col and entity_col both bound to \"class\". Because the distinct entity column matches the grouping column, each returned group will have a distinct count of 1."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_26ec55fca6e2ae18/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b9a0f50c95e3617265b86bf759d2bc0310094b06
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5983, "bytes_utf8": 5983, "lines": 184, "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": 485, "bytes_utf8": 485, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13766, "cached_input_tokens": 12672, "output_tokens": 421, "reasoning_output_tokens": 296}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f9c4f2914690cb65e19db8339d57f36529a4f4a9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_29793afbcf156988",
+    "api_calls": 0,
+    "input_tokens": 13766,
+    "cached_input_tokens": 12672,
+    "output_tokens": 421,
+    "total_tokens": 14187,
+    "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": 10543.13,
+    "sql_execution_elapsed_ms_total": 0.69,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/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_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..826d93505c577cceab75a4480ab852bad2fbbc06
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/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": "2026-05-19T15:16:32.189712+00:00",
+  "ended_at": "2026-05-19T15:16:42.732880+00:00",
+  "elapsed_ms": 10543.13,
+  "prompt_metrics": {
+    "chars": 5983,
+    "bytes_utf8": 5983,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 849,
+    "bytes_utf8": 849,
+    "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": 485,
+      "bytes_utf8": 485,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13766,
+      "cached_input_tokens": 12672,
+      "output_tokens": 421,
+      "reasoning_output_tokens": 296
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ec438981fe824db5be4994ba967d4615935c0748
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_distinct_topk",
+    "template_name": "Filtered Top-k Distinct Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Distinct Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=doors.",
+  "planned_template_id": "tpl_clickbench_filtered_distinct_topk",
+  "bindings": {
+    "group_col": "doors",
+    "predicate_col": "doors",
+    "predicate_op": "=",
+    "predicate_value": "5more",
+    "entity_col": "doors",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b52a679e97f92aabe4f461c1f8ba678393d322f7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cf-5e3c-7023-936f-37f0ab1f4f86"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_distinct_topk\\nSELECT \\\"doors\\\", COUNT(DISTINCT \\\"doors\\\") AS \\\"distinct_entities\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"doors\\\" = '5more'\\nGROUP BY \\\"doors\\\"\\nORDER BY \\\"distinct_entities\\\" DESC\\nLIMIT 10;\",\"notes\":\"Applied the required template exactly with group_col, predicate_col, and entity_col all bound to \\\"doors\\\". This will return the distinct coverage for the filtered doors='5more' subgroup, which is expected to be a single grouped row.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13766,"cached_input_tokens":12672,"output_tokens":421,"reasoning_output_tokens":296}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..98ea5e663efbcec80b151c5f5e022064f2161f01
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_distinct_topk\nSELECT \"doors\", COUNT(DISTINCT \"doors\") AS \"distinct_entities\"\nFROM \"c2\"\nWHERE \"doors\" = '5more'\nGROUP BY \"doors\"\nORDER BY \"distinct_entities\" DESC\nLIMIT 10;","notes":"Applied the required template exactly with group_col, predicate_col, and entity_col all bound to \"doors\". This will return the distinct coverage for the filtered doors='5more' subgroup, which is expected to be a single grouped row."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_29793afbcf156988/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..8de098dc28253ef1924ba477b7cee3a240490ada
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5569, "bytes_utf8": 5569, "lines": 178, "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": 294, "bytes_utf8": 294, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13661, "cached_input_tokens": 0, "output_tokens": 188, "reasoning_output_tokens": 111}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..25f58fb0ac1ef09d2894d637295e25da1cac060c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_2cadbfbeca7356f8",
+    "api_calls": 0,
+    "input_tokens": 13661,
+    "cached_input_tokens": 0,
+    "output_tokens": 188,
+    "total_tokens": 13849,
+    "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": 7102.41,
+    "sql_execution_elapsed_ms_total": 1.16,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/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_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..475cfcfad9e4f60db1bc2126e22569ddb3537dee
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/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": "2026-05-19T14:53:34.857664+00:00",
+  "ended_at": "2026-05-19T14:53:41.960104+00:00",
+  "elapsed_ms": 7102.41,
+  "prompt_metrics": {
+    "chars": 5569,
+    "bytes_utf8": 5569,
+    "lines": 178,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 644,
+    "bytes_utf8": 644,
+    "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": 294,
+      "bytes_utf8": 294,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13661,
+      "cached_input_tokens": 0,
+      "output_tokens": 188,
+      "reasoning_output_tokens": 111
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9c5a0e964cd7dedc031283a39d4da79f4923eb18
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,178 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=class.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "class",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b31352c141a119ab1c928daced97ca1471158b56
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ba-5a1c-7980-9ed1-5798c4b33954"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"class\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Grouped count by the target category \\\"class\\\" to measure class distribution / subgroup size stability in the single table.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13661,"cached_input_tokens":0,"output_tokens":188,"reasoning_output_tokens":111}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..df6429543799acd8b9347915910b5500f702e4b1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"class\", COUNT(*) AS \"row_count\"\nFROM \"c2\"\nGROUP BY \"class\"\nORDER BY \"row_count\" DESC;","notes":"Grouped count by the target category \"class\" to measure class distribution / subgroup size stability in the single table."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2cadbfbeca7356f8/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6f83dde45d577287d9fcfc9d89fdc3de4fb2b3ad
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5844, "bytes_utf8": 5844, "lines": 182, "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": 401, "bytes_utf8": 401, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13733, "cached_input_tokens": 12672, "output_tokens": 389, "reasoning_output_tokens": 280}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..17d8155d1d568028d875c8f68c685cc7ef302ca9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_2e42b852a82e924e",
+    "api_calls": 0,
+    "input_tokens": 13733,
+    "cached_input_tokens": 12672,
+    "output_tokens": 389,
+    "total_tokens": 14122,
+    "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": 9692.8,
+    "sql_execution_elapsed_ms_total": 0.65,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/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_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..9c14c2336013ea9896c03f4bfddcf7e6e581990f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/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": "2026-05-19T15:12:44.215470+00:00",
+  "ended_at": "2026-05-19T15:12:53.908300+00:00",
+  "elapsed_ms": 9692.8,
+  "prompt_metrics": {
+    "chars": 5844,
+    "bytes_utf8": 5844,
+    "lines": 182,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 765,
+    "bytes_utf8": 765,
+    "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": 401,
+      "bytes_utf8": 401,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13733,
+      "cached_input_tokens": 12672,
+      "output_tokens": 389,
+      "reasoning_output_tokens": 280
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c92a1d0c95c663c7580e53f56280b74ce7b87f8d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,182 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=class.",
+  "planned_template_id": "tpl_clickbench_filtered_topk_group_count",
+  "bindings": {
+    "group_col": "class",
+    "predicate_col": "persons",
+    "predicate_op": "=",
+    "predicate_value": "4",
+    "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": 0.0,
+    "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 support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e801912015542416c832c9dc56c40bfac4351410
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cb-e3ae-70e3-a784-6b20b9638bd5"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"class\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"persons\\\" = '4'\\nGROUP BY \\\"class\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 16;\",\"notes\":\"Applied the planned Filtered Top-k Group Count template with group_col=\\\"class\\\", predicate \\\"persons\\\" = '4', and top_k=16. Used SQLite-compatible syntax and double-quoted identifiers.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13733,"cached_input_tokens":12672,"output_tokens":389,"reasoning_output_tokens":280}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..124c5c74b411b19bae6e15f747f393857a708ffa
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_topk_group_count\nSELECT \"class\", COUNT(*) AS \"support\"\nFROM \"c2\"\nWHERE \"persons\" = '4'\nGROUP BY \"class\"\nORDER BY \"support\" DESC\nLIMIT 16;","notes":"Applied the planned Filtered Top-k Group Count template with group_col=\"class\", predicate \"persons\" = '4', and top_k=16. Used SQLite-compatible syntax and double-quoted identifiers."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_2e42b852a82e924e/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f4ba39c957a30984b3c808773bfa2558fd0934d6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5846, "bytes_utf8": 5846, "lines": 182, "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": 338, "bytes_utf8": 338, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13736, "cached_input_tokens": 12672, "output_tokens": 347, "reasoning_output_tokens": 246}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..b1cdda5b5d87f771094148e690f3f7a57a6e84e7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_3397a2a4c12d7fdf",
+    "api_calls": 0,
+    "input_tokens": 13736,
+    "cached_input_tokens": 12672,
+    "output_tokens": 347,
+    "total_tokens": 14083,
+    "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": 9152.35,
+    "sql_execution_elapsed_ms_total": 1.06,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/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_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..8384941863ab031014021984baa8830cd15904a6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/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": "2026-05-19T15:12:53.912563+00:00",
+  "ended_at": "2026-05-19T15:13:03.064943+00:00",
+  "elapsed_ms": 9152.35,
+  "prompt_metrics": {
+    "chars": 5846,
+    "bytes_utf8": 5846,
+    "lines": 182,
+    "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": 338,
+      "bytes_utf8": 338,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13736,
+      "cached_input_tokens": 12672,
+      "output_tokens": 347,
+      "reasoning_output_tokens": 246
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..847c61e01cb202c275f7ad1927d066bf34b2d236
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,182 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=buying.",
+  "planned_template_id": "tpl_clickbench_filtered_topk_group_count",
+  "bindings": {
+    "group_col": "buying",
+    "predicate_col": "buying",
+    "predicate_op": "=",
+    "predicate_value": "high",
+    "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": 0.0,
+    "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 support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1e540f30b8aed0b438dff877422b6779aa6e7f55
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cc-0999-73e2-abf7-8c72de2515ed"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"buying\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"buying\\\" = 'high'\\nGROUP BY \\\"buying\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 12;\",\"notes\":\"Uses the required template bindings exactly: group by \\\"buying\\\", filter \\\"buying\\\" = 'high', and limit to 12 results.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13736,"cached_input_tokens":12672,"output_tokens":347,"reasoning_output_tokens":246}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ff0f41c2327ceda067ea6d03657703ae0c19c42a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_topk_group_count\nSELECT \"buying\", COUNT(*) AS \"support\"\nFROM \"c2\"\nWHERE \"buying\" = 'high'\nGROUP BY \"buying\"\nORDER BY \"support\" DESC\nLIMIT 12;","notes":"Uses the required template bindings exactly: group by \"buying\", filter \"buying\" = 'high', and limit to 12 results."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3397a2a4c12d7fdf/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2d4967267ebf67ad26874cb227e06bd96817a028
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=safety.
+Result preview: [{"safety": "med", "row_count": 576}, {"safety": "low", "row_count": 576}, {"safety": "high", "row_count": 576}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..31a3640b65f99e8ab553b4ca788bacbf250da8f8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/generated_sql.sql
@@ -0,0 +1,17 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: subgroup_structure
+-- canonical_subitem_id: subgroup_size_stability
+-- intended_facet_id: subgroup_distribution_shift
+-- variant_semantic_role: count_distribution
+-- template_id: tpl_clickbench_group_count
+-- query_record_id: v2q_c2_33c7d68435969db6
+-- problem_id: v2p_c2_2afaeaa8ac7e8780
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "safety", COUNT(*) AS "row_count"
+FROM "c2"
+GROUP BY "safety"
+ORDER BY "row_count" DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2cf9402701bce9f4c1e61239a5fc80f4b47931e5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/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_clickbench_group_count\nSELECT \"safety\", COUNT(*) AS \"row_count\"\nFROM \"c2\"\nGROUP BY \"safety\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"safety\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"safety\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"safety\", \"row_count\"], \"rows\": [{\"safety\": \"med\", \"row_count\": 576}, {\"safety\": \"low\", \"row_count\": 576}, {\"safety\": \"high\", \"row_count\": 576}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.4}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..97b81d8bcd91716425e29a3f5de3944cf914a31f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/run_manifest.json
@@ -0,0 +1,87 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T14:54:26.975375+00:00",
+  "ended_at": "2026-05-19T14:54:35.649558+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_33c7d68435969db6",
+    "problem_id": "v2p_c2_2afaeaa8ac7e8780",
+    "dataset_id": "c2",
+    "template_id": "tpl_clickbench_group_count",
+    "template_name": "Grouped Count by Category",
+    "family_id": "subgroup_structure",
+    "canonical_subitem_id": "subgroup_size_stability",
+    "intended_facet_id": "subgroup_distribution_shift",
+    "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 Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=safety.",
+    "bindings": {
+      "group_col": "safety",
+      "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": 0.0,
+      "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 {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;",
+    "notes": [
+      "default_facets=subgroup_distribution_shift",
+      "template_selection_mode=rule",
+      "problem_index_within_template=8",
+      "sql_variant_index=1/1",
+      "binding_index=19"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 2,
+    "problem_index_within_template": 8,
+    "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_f/c2/sql/v2q_c2_33c7d68435969db6.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_33c7d68435969db6",
+    "api_calls": 0,
+    "input_tokens": 13662,
+    "cached_input_tokens": 0,
+    "output_tokens": 277,
+    "total_tokens": 13939,
+    "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": 8669.06,
+    "sql_execution_elapsed_ms_total": 1.4,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/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_f/c2/artifacts/v2q_c2_33c7d68435969db6/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..070abfe813f5c7ffcd153fea64afbd3b1d229c0c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T14:54:35.646725+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": 8669.06, "started_at": "2026-05-19T14:54:26.976292+00:00", "ended_at": "2026-05-19T14:54:35.645374+00:00", "prompt_metrics": {"chars": 5571, "bytes_utf8": 5571, "lines": 178, "estimated_tokens": null}, "response_metrics": {"chars": 314, "bytes_utf8": 314, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13662, "cached_input_tokens": 0, "output_tokens": 277, "reasoning_output_tokens": 192}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"safety\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"safety\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned Grouped Count by Category template with group_col bound to \\\"safety\\\" to inspect the count distribution of safety subgroups.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..889a156eab4d8b714a3c65730bc95cd02dffb25c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_33c7d68435969db6",
+  "api_calls": 0,
+  "input_tokens": 13662,
+  "cached_input_tokens": 0,
+  "output_tokens": 277,
+  "total_tokens": 13939,
+  "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": 8669.06,
+  "sql_execution_elapsed_ms_total": 1.4,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_33c7d68435969db6/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_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..baa138b042b6986799aa8698f4e198b9ba8a155b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5997, "bytes_utf8": 5997, "lines": 181, "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": 458, "bytes_utf8": 458, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13804, "cached_input_tokens": 12672, "output_tokens": 369, "reasoning_output_tokens": 227}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..0c8500a61df2d710d732b9d58e1fa3de9fb6dce7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_36faee68b5beb83b",
+    "api_calls": 0,
+    "input_tokens": 13804,
+    "cached_input_tokens": 12672,
+    "output_tokens": 369,
+    "total_tokens": 14173,
+    "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": 10158.26,
+    "sql_execution_elapsed_ms_total": 1.06,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/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_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..08fabd69844ddad7bacb0642a266393a3113104e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/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": "2026-05-19T15:05:00.033464+00:00",
+  "ended_at": "2026-05-19T15:05:10.191748+00:00",
+  "elapsed_ms": 10158.26,
+  "prompt_metrics": {
+    "chars": 5997,
+    "bytes_utf8": 5997,
+    "lines": 181,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 833,
+    "bytes_utf8": 833,
+    "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": 458,
+      "bytes_utf8": 458,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13804,
+      "cached_input_tokens": 12672,
+      "output_tokens": 369,
+      "reasoning_output_tokens": 227
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..40571b9f16a298eddd6eb21703cdd8b657880320
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,181 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=buying, target_col=class.",
+  "planned_template_id": "tpl_tail_target_rate_extremes_v2",
+  "bindings": {
+    "group_col": "buying",
+    "target_col": "class",
+    "target_value": "unacc",
+    "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": 0.0,
+    "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,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..abf304f61a562425a88535e4a8525b0372c2da15
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c4-ce84-7793-832d-e65d08dfcd73"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"buying\\\",\\n    COUNT(*) AS \\\"support\\\",\\n    AVG(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS \\\"focus_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\"\\nHAVING COUNT(*) >= 4\\nORDER BY \\\"focus_rate\\\" DESC, \\\"support\\\" ASC\\nLIMIT 19;\",\"notes\":\"Applied the planned Tail Target-Rate Extremes template with group_col=\\\"buying\\\", target_col=\\\"class\\\", target_value='unacc', and min_support=4.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13804,"cached_input_tokens":12672,"output_tokens":369,"reasoning_output_tokens":227}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1417bdc196edc2216aacec85c2027dc871050913
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_target_rate_extremes_v2\nSELECT\n    \"buying\",\n    COUNT(*) AS \"support\",\n    AVG(CASE WHEN \"class\" = 'unacc' THEN 1 ELSE 0 END) AS \"focus_rate\"\nFROM \"c2\"\nGROUP BY \"buying\"\nHAVING COUNT(*) >= 4\nORDER BY \"focus_rate\" DESC, \"support\" ASC\nLIMIT 19;","notes":"Applied the planned Tail Target-Rate Extremes template with group_col=\"buying\", target_col=\"class\", target_value='unacc', and min_support=4."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_36faee68b5beb83b/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d250803258a5733aab04c0436870f8d41f87bbac
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Two-Axis Target Rate Surface to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=buying, group_col_2=maint, target_col=class.
+Result preview: [{"buying": "high", "maint": "high", "target_rate": 0.3333333333333333}, {"buying": "high", "maint": "low", "target_rate": 0.3333333333333333}, {"buying": "high", "maint": "med", "target_rate": 0.3333333333333333}, {"buying": "low", "maint": "vhigh", "target_rate": 0.3333333333333333}, {"buying": "med", "maint": "high", "target_rate": 0.3333333333333333}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..35025c6fccfebe95f2a09e73d6a207f6991c3447
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: conditional_dependency_structure
+-- canonical_subitem_id: direction_consistency
+-- intended_facet_id: conditional_rate_shift
+-- variant_semantic_role: ranked_signal_view
+-- template_id: tpl_c2_two_dim_target_rate
+-- query_record_id: v2q_c2_3f29b3d923c60647
+-- problem_id: v2p_c2_1241b549465737ac
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "buying", "maint",
+       AVG(CASE WHEN "class" = 'acc' THEN 1 ELSE 0 END) AS "target_rate"
+FROM "c2"
+GROUP BY "buying", "maint"
+ORDER BY "target_rate" DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d5a8f358154d1728eece836eba09459a20b2100f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/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_two_dim_target_rate\nSELECT \"buying\", \"maint\",\n       AVG(CASE WHEN \"class\" = 'acc' THEN 1 ELSE 0 END) AS \"target_rate\"\nFROM \"c2\"\nGROUP BY \"buying\", \"maint\"\nORDER BY \"target_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"buying\\\", \\\"maint\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'acc' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\", \\\"maint\\\"\\nORDER BY \\\"target_rate\\\" DESC;\", \"columns\": [\"buying\", \"maint\", \"target_rate\"], \"rows\": [{\"buying\": \"high\", \"maint\": \"high\", \"target_rate\": 0.3333333333333333}, {\"buying\": \"high\", \"maint\": \"low\", \"target_rate\": 0.3333333333333333}, {\"buying\": \"high\", \"maint\": \"med\", \"target_rate\": 0.3333333333333333}, {\"buying\": \"low\", \"maint\": \"vhigh\", \"target_rate\": 0.3333333333333333}, {\"buying\": \"med\", \"maint\": \"high\", \"target_rate\": 0.3333333333333333}, {\"buying\": \"med\", \"maint\": \"vhigh\", \"target_rate\": 0.3333333333333333}, {\"buying\": \"vhigh\", \"maint\": \"low\", \"target_rate\": 0.3333333333333333}, {\"buying\": \"vhigh\", \"maint\": \"med\", \"target_rate\": 0.3333333333333333}, {\"buying\": \"low\", \"maint\": \"high\", \"target_rate\": 0.3055555555555556}, {\"buying\": \"med\", \"maint\": \"med\", \"target_rate\": 0.3055555555555556}, {\"buying\": \"low\", \"maint\": \"low\", \"target_rate\": 0.09259259259259259}, {\"buying\": \"low\", \"maint\": \"med\", \"target_rate\": 0.09259259259259259}, {\"buying\": \"med\", \"maint\": \"low\", \"target_rate\": 0.09259259259259259}, {\"buying\": \"high\", \"maint\": \"vhigh\", \"target_rate\": 0.0}, {\"buying\": \"vhigh\", \"maint\": \"high\", \"target_rate\": 0.0}, {\"buying\": \"vhigh\", \"maint\": \"vhigh\", \"target_rate\": 0.0}], \"row_count_returned\": 16, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.05}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..4da4f910fed6dfee6efb04159cc02c49db0416a0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:11:21.089160+00:00",
+  "ended_at": "2026-05-19T15:11:30.845260+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_3f29b3d923c60647",
+    "problem_id": "v2p_c2_1241b549465737ac",
+    "dataset_id": "c2",
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "family_id": "conditional_dependency_structure",
+    "canonical_subitem_id": "direction_consistency",
+    "intended_facet_id": "conditional_rate_shift",
+    "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 Two-Axis Target Rate Surface to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=buying, group_col_2=maint, target_col=class.",
+    "bindings": {
+      "group_col": "buying",
+      "group_col_2": "maint",
+      "target_col": "class",
+      "target_value": "acc",
+      "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": 0.0,
+      "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",
+      "group_col_2",
+      "target_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "notes": [
+      "default_facets=conditional_rate_shift",
+      "template_selection_mode=rule",
+      "problem_index_within_template=10",
+      "sql_variant_index=1/2",
+      "binding_index=105"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 9,
+    "problem_index_within_template": 10,
+    "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_f/c2/sql/v2q_c2_3f29b3d923c60647.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_3f29b3d923c60647",
+    "api_calls": 0,
+    "input_tokens": 13788,
+    "cached_input_tokens": 0,
+    "output_tokens": 372,
+    "total_tokens": 14160,
+    "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": 9752.4,
+    "sql_execution_elapsed_ms_total": 1.05,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/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_f/c2/artifacts/v2q_c2_3f29b3d923c60647/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9adacb04982aac326985b28ebc706eeea3405201
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:11:30.843153+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": 9752.4, "started_at": "2026-05-19T15:11:21.090068+00:00", "ended_at": "2026-05-19T15:11:30.842490+00:00", "prompt_metrics": {"chars": 5945, "bytes_utf8": 5945, "lines": 183, "estimated_tokens": null}, "response_metrics": {"chars": 379, "bytes_utf8": 379, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13788, "cached_input_tokens": 0, "output_tokens": 372, "reasoning_output_tokens": 261}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"buying\\\", \\\"maint\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'acc' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\", \\\"maint\\\"\\nORDER BY \\\"target_rate\\\" DESC;\",\"notes\":\"Computes the rate of cars labeled 'acc' for each buying-by-maint combination, following the Two-Axis Target Rate Surface template.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..1ffb9b900e217301b12c63ab623fd0171f34daf9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_3f29b3d923c60647",
+  "api_calls": 0,
+  "input_tokens": 13788,
+  "cached_input_tokens": 0,
+  "output_tokens": 372,
+  "total_tokens": 14160,
+  "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": 9752.4,
+  "sql_execution_elapsed_ms_total": 1.05,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3f29b3d923c60647/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_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..3260e816848fb0728b7dd8f42ac9bc26e3faa4b0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5962, "bytes_utf8": 5962, "lines": 183, "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": 375, "bytes_utf8": 375, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13788, "cached_input_tokens": 12672, "output_tokens": 381, "reasoning_output_tokens": 273}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc6cb6159fd5811a28ad917deef0605420152a27
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_3fa1d84e19df8215",
+    "api_calls": 0,
+    "input_tokens": 13788,
+    "cached_input_tokens": 12672,
+    "output_tokens": 381,
+    "total_tokens": 14169,
+    "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": 9122.95,
+    "sql_execution_elapsed_ms_total": 1.56,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/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_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..4df9f9c2defae04049518a78ff644477e146948e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/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": "2026-05-19T15:09:49.095292+00:00",
+  "ended_at": "2026-05-19T15:09:58.218268+00:00",
+  "elapsed_ms": 9122.95,
+  "prompt_metrics": {
+    "chars": 5962,
+    "bytes_utf8": 5962,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 730,
+    "bytes_utf8": 730,
+    "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": 375,
+      "bytes_utf8": 375,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13788,
+      "cached_input_tokens": 12672,
+      "output_tokens": 381,
+      "reasoning_output_tokens": 273
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f22b2175a745e94a8c0f3aa0dc47f43f7bd8b019
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Axis Target Rate Surface to probe dependency_strength_similarity with semantic role ranked_signal_view. Focus on group_col=persons, group_col_2=safety, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "persons",
+    "group_col_2": "safety",
+    "target_col": "class",
+    "target_value": "unacc",
+    "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": 0.0,
+    "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},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..89871ad9485a017671d3065ff87fb1da82b35992
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c9-37ab-7b13-92c0-c25278df2fd7"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate.\\nSELECT \\\"persons\\\", \\\"safety\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS target_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\", \\\"safety\\\"\\nORDER BY target_rate DESC;\",\"notes\":\"Computes the rate of class='unacc' for each combination of persons and safety using the provided two-axis target-rate template.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13788,"cached_input_tokens":12672,"output_tokens":381,"reasoning_output_tokens":273}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..70ed0935b8e6e4204faa0aabdfb2bc7403fee022
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate.\nSELECT \"persons\", \"safety\",\n       AVG(CASE WHEN \"class\" = 'unacc' THEN 1 ELSE 0 END) AS target_rate\nFROM \"c2\"\nGROUP BY \"persons\", \"safety\"\nORDER BY target_rate DESC;","notes":"Computes the rate of class='unacc' for each combination of persons and safety using the provided two-axis target-rate template."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_3fa1d84e19df8215/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..a4415fbd6b615696f7f607785fbe4e5ba96a75c2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5962, "bytes_utf8": 5962, "lines": 183, "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": 538, "bytes_utf8": 538, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13789, "cached_input_tokens": 12672, "output_tokens": 353, "reasoning_output_tokens": 203}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..4e9680b4e80fb779d7be0db12578d245488ada3b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_401f45058c5162b1",
+    "api_calls": 0,
+    "input_tokens": 13789,
+    "cached_input_tokens": 12672,
+    "output_tokens": 353,
+    "total_tokens": 14142,
+    "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": 8893.6,
+    "sql_execution_elapsed_ms_total": 1.58,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/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_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..cb0483d3a2383b6e218aa50efdf92fa208796b96
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/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": "2026-05-19T15:10:59.573979+00:00",
+  "ended_at": "2026-05-19T15:11:08.467615+00:00",
+  "elapsed_ms": 8893.6,
+  "prompt_metrics": {
+    "chars": 5962,
+    "bytes_utf8": 5962,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 909,
+    "bytes_utf8": 909,
+    "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": 538,
+      "bytes_utf8": 538,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13789,
+      "cached_input_tokens": 12672,
+      "output_tokens": 353,
+      "reasoning_output_tokens": 203
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c8d85d8677307d1e0411ee955583b979df0ec79f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Axis Target Rate Surface to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=safety, group_col_2=class, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "safety",
+    "group_col_2": "class",
+    "target_col": "class",
+    "target_value": "unacc",
+    "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": 0.0,
+    "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},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..665e32e1b3babfdaee493f6a24af013248c1e5b0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ca-4af4-7633-864f-ba07eaf2bb17"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"safety\\\", \\\"class\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS target_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"safety\\\", \\\"class\\\"\\nORDER BY target_rate DESC;\",\"notes\":\"Applied the provided template with group_col=\\\"safety\\\", group_col_2=\\\"class\\\", target_col=\\\"class\\\", and target_value='unacc'. Because \\\"class\\\" is both a grouping column and the target column, the resulting target_rate is deterministic within each group (1.0 for class='unacc', otherwise 0.0).\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13789,"cached_input_tokens":12672,"output_tokens":353,"reasoning_output_tokens":203}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ef2b7521aa490078fad7d9ad6d6613d7f32ec342
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate\nSELECT \"safety\", \"class\",\n       AVG(CASE WHEN \"class\" = 'unacc' THEN 1 ELSE 0 END) AS target_rate\nFROM \"c2\"\nGROUP BY \"safety\", \"class\"\nORDER BY target_rate DESC;","notes":"Applied the provided template with group_col=\"safety\", group_col_2=\"class\", target_col=\"class\", and target_value='unacc'. Because \"class\" is both a grouping column and the target column, the resulting target_rate is deterministic within each group (1.0 for class='unacc', otherwise 0.0)."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_401f45058c5162b1/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f94c74c0dadc1e16c927d2c308a44109dc550548
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5966, "bytes_utf8": 5966, "lines": 183, "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": 456, "bytes_utf8": 456, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13789, "cached_input_tokens": 12672, "output_tokens": 422, "reasoning_output_tokens": 292}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..025464e06fa95f18496b9db24993ea9479bf23cc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_42509ef97c5d3548",
+    "api_calls": 0,
+    "input_tokens": 13789,
+    "cached_input_tokens": 12672,
+    "output_tokens": 422,
+    "total_tokens": 14211,
+    "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": 10882.43,
+    "sql_execution_elapsed_ms_total": 2.57,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/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_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..71e1dca731112ffbfddd721e152bcb33749ec2f9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/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": "2026-05-19T15:09:38.206530+00:00",
+  "ended_at": "2026-05-19T15:09:49.089023+00:00",
+  "elapsed_ms": 10882.43,
+  "prompt_metrics": {
+    "chars": 5966,
+    "bytes_utf8": 5966,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 831,
+    "bytes_utf8": 831,
+    "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": 456,
+      "bytes_utf8": 456,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13789,
+      "cached_input_tokens": 12672,
+      "output_tokens": 422,
+      "reasoning_output_tokens": 292
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..09c9b55f5a3f26144ea3973abebd807f7287aead
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Axis Target Rate Surface to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=persons, group_col_2=safety, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "persons",
+    "group_col_2": "safety",
+    "target_col": "class",
+    "target_value": "unacc",
+    "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": 0.0,
+    "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},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e7abb99ef494cbd0d306daae96e14ba8778ca16d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c9-0d14-7b03-bcba-23560f6140bf"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"persons\\\", \\\"safety\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\", \\\"safety\\\"\\nORDER BY \\\"target_rate\\\" DESC;\",\"notes\":\"Uses the specified Two-Axis Target Rate Surface template with group_col=\\\"persons\\\", group_col_2=\\\"safety\\\", and target_col=\\\"class\\\" to compute the within-group proportion of rows where class='unacc'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13789,"cached_input_tokens":12672,"output_tokens":422,"reasoning_output_tokens":292}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..73b1994a9b2b26510acee9d3939bd3c058cbac6a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate\nSELECT \"persons\", \"safety\",\n       AVG(CASE WHEN \"class\" = 'unacc' THEN 1 ELSE 0 END) AS \"target_rate\"\nFROM \"c2\"\nGROUP BY \"persons\", \"safety\"\nORDER BY \"target_rate\" DESC;","notes":"Uses the specified Two-Axis Target Rate Surface template with group_col=\"persons\", group_col_2=\"safety\", and target_col=\"class\" to compute the within-group proportion of rows where class='unacc'."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_42509ef97c5d3548/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..aeaa602364dece1db2c531067145b2a40cdc3f55
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5963, "bytes_utf8": 5963, "lines": 183, "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": 401, "bytes_utf8": 401, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13789, "cached_input_tokens": 12672, "output_tokens": 324, "reasoning_output_tokens": 206}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..c7f3976ae1cf992aeb13602a303b94b1c763eb7f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_430a422eb4f85e62",
+    "api_calls": 0,
+    "input_tokens": 13789,
+    "cached_input_tokens": 12672,
+    "output_tokens": 324,
+    "total_tokens": 14113,
+    "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": 8727.48,
+    "sql_execution_elapsed_ms_total": 1.88,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/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_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..b29ccdd000ada3051a5f3e81f1f622e1fe7a4a63
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/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": "2026-05-19T15:10:29.848748+00:00",
+  "ended_at": "2026-05-19T15:10:38.576255+00:00",
+  "elapsed_ms": 8727.48,
+  "prompt_metrics": {
+    "chars": 5963,
+    "bytes_utf8": 5963,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 768,
+    "bytes_utf8": 768,
+    "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": 401,
+      "bytes_utf8": 401,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13789,
+      "cached_input_tokens": 12672,
+      "output_tokens": 324,
+      "reasoning_output_tokens": 206
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..570c0391a1d0d33d15601d8be9a01d4e5dede8b5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Axis Target Rate Surface to probe dependency_strength_similarity with semantic role ranked_signal_view. Focus on group_col=lug_boot, group_col_2=safety, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "lug_boot",
+    "group_col_2": "safety",
+    "target_col": "class",
+    "target_value": "good",
+    "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": 0.0,
+    "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},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6e96bab912e0fad3000ebc51560700649f95bab4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c9-d6e4-7593-9ca0-462bb43b78fa"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"lug_boot\\\", \\\"safety\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'good' THEN 1 ELSE 0 END) AS target_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\", \\\"safety\\\"\\nORDER BY target_rate DESC;\",\"notes\":\"Applies the planned Two-Axis Target Rate Surface template using \\\"lug_boot\\\" and \\\"safety\\\", and computes the rate of rows where \\\"class\\\" equals 'good'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13789,"cached_input_tokens":12672,"output_tokens":324,"reasoning_output_tokens":206}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..db2956eaacc6758bce6f4d050aa874f8a74ebd11
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate\nSELECT \"lug_boot\", \"safety\",\n       AVG(CASE WHEN \"class\" = 'good' THEN 1 ELSE 0 END) AS target_rate\nFROM \"c2\"\nGROUP BY \"lug_boot\", \"safety\"\nORDER BY target_rate DESC;","notes":"Applies the planned Two-Axis Target Rate Surface template using \"lug_boot\" and \"safety\", and computes the rate of rows where \"class\" equals 'good'."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430a422eb4f85e62/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f7e9c29ccca18d15ce61ec53599a81ab138f8c1a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5951, "bytes_utf8": 5951, "lines": 183, "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": 465, "bytes_utf8": 465, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13789, "cached_input_tokens": 0, "output_tokens": 465, "reasoning_output_tokens": 329}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..0b67d2c6e28660d8d178b22280da6bf092a1c779
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_430b0212cc0f31e0",
+    "api_calls": 0,
+    "input_tokens": 13789,
+    "cached_input_tokens": 0,
+    "output_tokens": 465,
+    "total_tokens": 14254,
+    "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": 10316.21,
+    "sql_execution_elapsed_ms_total": 1.75,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/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_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..a735965eabcb3782acb9d6f6fda38b44246d5f5e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/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": "2026-05-19T15:10:38.581641+00:00",
+  "ended_at": "2026-05-19T15:10:48.897875+00:00",
+  "elapsed_ms": 10316.21,
+  "prompt_metrics": {
+    "chars": 5951,
+    "bytes_utf8": 5951,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 836,
+    "bytes_utf8": 836,
+    "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": 465,
+      "bytes_utf8": 465,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13789,
+      "cached_input_tokens": 0,
+      "output_tokens": 465,
+      "reasoning_output_tokens": 329
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..efacd932ad153217943ffec077339c9dcf83a9d4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Axis Target Rate Surface to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=lug_boot, group_col_2=class, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "lug_boot",
+    "group_col_2": "class",
+    "target_col": "class",
+    "target_value": "vgood",
+    "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": 0.0,
+    "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},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a80237e50250cc595e2b34913b20a01da5553284
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c9-f905-76d0-9a15-ba090f81151e"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"lug_boot\\\", \\\"class\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'vgood' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\", \\\"class\\\"\\nORDER BY \\\"target_rate\\\" DESC;\",\"notes\":\"Uses the required template and bindings exactly. Because \\\"group_col_2\\\" and \\\"target_col\\\" are both \\\"class\\\", each grouped class bucket yields a deterministic target_rate of 1.0 for 'vgood' and 0.0 otherwise.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13789,"cached_input_tokens":0,"output_tokens":465,"reasoning_output_tokens":329}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ef93914e813b0a8ff14a5d9969bc1dcf85794619
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate\nSELECT \"lug_boot\", \"class\",\n       AVG(CASE WHEN \"class\" = 'vgood' THEN 1 ELSE 0 END) AS \"target_rate\"\nFROM \"c2\"\nGROUP BY \"lug_boot\", \"class\"\nORDER BY \"target_rate\" DESC;","notes":"Uses the required template and bindings exactly. Because \"group_col_2\" and \"target_col\" are both \"class\", each grouped class bucket yields a deterministic target_rate of 1.0 for 'vgood' and 0.0 otherwise."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_430b0212cc0f31e0/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_454edb37d0a2c599/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_454edb37d0a2c599/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8825664bf9925819ac1f4369cab9f3bf7d3aa144
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_454edb37d0a2c599/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=maint, target_col=class.
+Result preview: [{"maint": "vhigh", "support": 432, "focus_rate": 0.8333333333333334}, {"maint": "high", "support": 432, "focus_rate": 0.7268518518518519}, {"maint": "low", "support": 432, "focus_rate": 0.6203703703703703}, {"maint": "med", "support": 432, "focus_rate": 0.6203703703703703}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_454edb37d0a2c599/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_454edb37d0a2c599/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..4df6e563212bf0109584a0576598b12ad90bf7ff
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_454edb37d0a2c599/generated_sql.sql
@@ -0,0 +1,22 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_tail_target_rate_extremes_v2
+-- query_record_id: v2q_c2_454edb37d0a2c599
+-- problem_id: v2p_c2_b8bac175c0021826
+-- realization_mode: agent
+-- source_kind: agent
+SELECT
+    "maint",
+    COUNT(*) AS "support",
+    AVG(CASE WHEN "class" = 'unacc' THEN 1 ELSE 0 END) AS "focus_rate"
+FROM "c2"
+GROUP BY "maint"
+HAVING COUNT(*) >= 4
+ORDER BY "focus_rate" DESC, "support" ASC
+LIMIT 17;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_454edb37d0a2c599/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_454edb37d0a2c599/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5bc11b3bad25a8c731018eed4d2b64d5d1b8fb51
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_454edb37d0a2c599/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_tail_target_rate_extremes_v2\nSELECT\n    \"maint\",\n    COUNT(*) AS \"support\",\n    AVG(CASE WHEN \"class\" = 'unacc' THEN 1 ELSE 0 END) AS \"focus_rate\"\nFROM \"c2\"\nGROUP BY \"maint\"\nHAVING COUNT(*) >= 4\nORDER BY \"focus_rate\" DESC, \"support\" ASC\nLIMIT 17;", "result": "{\"query\": \"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"maint\\\",\\n    COUNT(*) AS \\\"support\\\",\\n    AVG(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS \\\"focus_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\"\\nHAVING COUNT(*) >= 4\\nORDER BY \\\"focus_rate\\\" DESC, \\\"support\\\" ASC\\nLIMIT 17;\", \"columns\": [\"maint\", \"support\", \"focus_rate\"], \"rows\": [{\"maint\": \"vhigh\", \"support\": 432, \"focus_rate\": 0.8333333333333334}, {\"maint\": \"high\", \"support\": 432, \"focus_rate\": 0.7268518518518519}, {\"maint\": \"low\", \"support\": 432, \"focus_rate\": 0.6203703703703703}, {\"maint\": \"med\", \"support\": 432, \"focus_rate\": 0.6203703703703703}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.1}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_454edb37d0a2c599/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_454edb37d0a2c599/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cd83c305b820c2af1e20170337f5d00431a4fe1b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_454edb37d0a2c599/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:07:50.659099+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": 8774.2, "started_at": "2026-05-19T15:07:41.884035+00:00", "ended_at": "2026-05-19T15:07:50.658268+00:00", "prompt_metrics": {"chars": 5995, "bytes_utf8": 5995, "lines": 181, "estimated_tokens": null}, "response_metrics": {"chars": 465, "bytes_utf8": 465, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13802, "cached_input_tokens": 12672, "output_tokens": 364, "reasoning_output_tokens": 220}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"maint\\\",\\n    COUNT(*) AS \\\"support\\\",\\n    AVG(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS \\\"focus_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\"\\nHAVING COUNT(*) >= 4\\nORDER BY \\\"focus_rate\\\" DESC, \\\"support\\\" ASC\\nLIMIT 17;\",\"notes\":\"Applied the planned Tail Target-Rate Extremes template with group_col=\\\"maint\\\", target_col=\\\"class\\\", target_value='unacc', min_support=4, and top_k=17.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..33b592d3f3bcda952a51a5cd8823b555e357608a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5845, "bytes_utf8": 5845, "lines": 182, "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": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13735, "cached_input_tokens": 12672, "output_tokens": 448, "reasoning_output_tokens": 335}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..d6b77f91c6129859b64353d38514aea6f3c56a1c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_45d34e49afa69da2",
+    "api_calls": 0,
+    "input_tokens": 13735,
+    "cached_input_tokens": 12672,
+    "output_tokens": 448,
+    "total_tokens": 14183,
+    "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": 10459.85,
+    "sql_execution_elapsed_ms_total": 1.31,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/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_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..3fa48e38f31e5def263816e8f2eaacbf1a199ca9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/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": "2026-05-19T15:12:15.470314+00:00",
+  "ended_at": "2026-05-19T15:12:25.930208+00:00",
+  "elapsed_ms": 10459.85,
+  "prompt_metrics": {
+    "chars": 5845,
+    "bytes_utf8": 5845,
+    "lines": 182,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 779,
+    "bytes_utf8": 779,
+    "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": 415,
+      "bytes_utf8": 415,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13735,
+      "cached_input_tokens": 12672,
+      "output_tokens": 448,
+      "reasoning_output_tokens": 335
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..da5831276c45b7bb316b6b1584b0763b49ffe4ab
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,182 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=safety.",
+  "planned_template_id": "tpl_clickbench_filtered_topk_group_count",
+  "bindings": {
+    "group_col": "safety",
+    "predicate_col": "safety",
+    "predicate_op": "=",
+    "predicate_value": "med",
+    "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": 0.0,
+    "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 support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..549debe1a21c683ff53ed37db5241e85e2ae62a7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cb-736d-7810-b30d-0c8ebd4f7fc8"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"safety\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"safety\\\" = 'med'\\nGROUP BY \\\"safety\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 10;\",\"notes\":\"Applied the provided template exactly with group_col=\\\"safety\\\" and predicate_col=\\\"safety\\\". Because the grouping column is also filtered to 'med', the result can contain at most one grouped row.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13735,"cached_input_tokens":12672,"output_tokens":448,"reasoning_output_tokens":335}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ebd4e8f590593ff8e5aba622d5666450ad8dc648
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_topk_group_count\nSELECT \"safety\", COUNT(*) AS \"support\"\nFROM \"c2\"\nWHERE \"safety\" = 'med'\nGROUP BY \"safety\"\nORDER BY \"support\" DESC\nLIMIT 10;","notes":"Applied the provided template exactly with group_col=\"safety\" and predicate_col=\"safety\". Because the grouping column is also filtered to 'med', the result can contain at most one grouped row."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_45d34e49afa69da2/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..85cbd090ba57633d0742aafa395a5cc98ae44a2a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5912, "bytes_utf8": 5912, "lines": 183, "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": 535, "bytes_utf8": 535, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13749, "cached_input_tokens": 0, "output_tokens": 349, "reasoning_output_tokens": 208}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..d5b5647c9dc611f5c850051e02ab0c410ca3f528
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_484dd2afa54536c7",
+    "api_calls": 0,
+    "input_tokens": 13749,
+    "cached_input_tokens": 0,
+    "output_tokens": 349,
+    "total_tokens": 14098,
+    "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": 9050.0,
+    "sql_execution_elapsed_ms_total": 0.88,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/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_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..fc27a04d4886ec4396c1d21e53fe9890f00f99fc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/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": "2026-05-19T14:55:26.945442+00:00",
+  "ended_at": "2026-05-19T14:55:35.995473+00:00",
+  "elapsed_ms": 9050.0,
+  "prompt_metrics": {
+    "chars": 5912,
+    "bytes_utf8": 5912,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 894,
+    "bytes_utf8": 894,
+    "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": 535,
+      "bytes_utf8": 535,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13749,
+      "cached_input_tokens": 0,
+      "output_tokens": 349,
+      "reasoning_output_tokens": 208
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ca1dc3aa758fa9a7b2d4024d827f95408f14c23a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=safety, condition_col=safety.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "safety",
+    "condition_col": "safety",
+    "condition_value": "low",
+    "positive_value": "high",
+    "negative_value": "low",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1965decfc3de698a3f4fcfc5c1a59942a303fcf6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bc-0fe9-74c3-aba6-e41dc1494c25"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"safety\\\",\\n       AVG(CASE WHEN \\\"safety\\\" = 'low' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"safety\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the requested Grouped Condition Rate template with group_col=\\\"safety\\\" and condition_col=\\\"safety\\\" using condition_value='low'. Because the grouping column and condition column are the same, the resulting rate is deterministic per safety group: 1 for the 'low' group and 0 for other groups.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13749,"cached_input_tokens":0,"output_tokens":349,"reasoning_output_tokens":208}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..79fb241ddd1ae047b139a88095bc37292b6346b1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"safety\",\n       AVG(CASE WHEN \"safety\" = 'low' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"c2\"\nGROUP BY \"safety\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the requested Grouped Condition Rate template with group_col=\"safety\" and condition_col=\"safety\" using condition_value='low'. Because the grouping column and condition column are the same, the resulting rate is deterministic per safety group: 1 for the 'low' group and 0 for other groups."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_484dd2afa54536c7/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..52064dac5682eb84c3efa8939357dcf4e5d2cba8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5573, "bytes_utf8": 5573, "lines": 178, "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": 13661, "cached_input_tokens": 0, "output_tokens": 347, "reasoning_output_tokens": 264}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f87b606bd7471595c27b8d17ff7ed6267161af0f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_487ccfa90806f1e2",
+    "api_calls": 0,
+    "input_tokens": 13661,
+    "cached_input_tokens": 0,
+    "output_tokens": 347,
+    "total_tokens": 14008,
+    "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": 10565.89,
+    "sql_execution_elapsed_ms_total": 1.47,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/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_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..57c15880889a425a6684dd6cb13f72ee46739fa8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/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": "2026-05-19T14:54:03.801476+00:00",
+  "ended_at": "2026-05-19T14:54:14.367397+00:00",
+  "elapsed_ms": 10565.89,
+  "prompt_metrics": {
+    "chars": 5573,
+    "bytes_utf8": 5573,
+    "lines": 178,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 684,
+    "bytes_utf8": 684,
+    "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": 13661,
+      "cached_input_tokens": 0,
+      "output_tokens": 347,
+      "reasoning_output_tokens": 264
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8c6bbff77e943539399ea81f2ceee9d542a35589
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,178 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=persons.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "persons",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7566b1c691b8a30051790bd8d62869f6fa8b2b22
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ba-cb2f-7442-aeac-acb630dc01e3"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"persons\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned Grouped Count by Category template with group_col bound to \\\"persons\\\" to inspect the count distribution across passenger-capacity categories.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13661,"cached_input_tokens":0,"output_tokens":347,"reasoning_output_tokens":264}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a7ed09c14352e24b4e1bb0fb90b677586f11f4cf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"persons\", COUNT(*) AS \"row_count\"\nFROM \"c2\"\nGROUP BY \"persons\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned Grouped Count by Category template with group_col bound to \"persons\" to inspect the count distribution across passenger-capacity categories."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_487ccfa90806f1e2/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a7680876c26cc9e05ef191f0fa0f968fac093a5a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=persons, target_col=class.
+Result preview: [{"persons": "more", "support": 576, "focus_rate": 0.06076388888888889}, {"persons": "4", "support": 576, "focus_rate": 0.052083333333333336}, {"persons": "2", "support": 576, "focus_rate": 0.0}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..e8f6f4bc5416cd29ecb2290e4fddb8e74a083660
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/generated_sql.sql
@@ -0,0 +1,22 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_tail_target_rate_extremes_v2
+-- query_record_id: v2q_c2_4a181b7d931a6085
+-- problem_id: v2p_c2_6fc63f06e8cbc4ba
+-- realization_mode: agent
+-- source_kind: agent
+SELECT
+    "persons",
+    COUNT(*) AS "support",
+    AVG(CASE WHEN "class" = 'vgood' THEN 1 ELSE 0 END) AS "focus_rate"
+FROM "c2"
+GROUP BY "persons"
+HAVING COUNT(*) >= 4
+ORDER BY AVG(CASE WHEN "class" = 'vgood' THEN 1 ELSE 0 END) DESC, COUNT(*) ASC
+LIMIT 17;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b1362afd63a6a7d423c656c218451bce45ba9f2d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/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_tail_target_rate_extremes_v2\nSELECT\n    \"persons\",\n    COUNT(*) AS \"support\",\n    AVG(CASE WHEN \"class\" = 'vgood' THEN 1 ELSE 0 END) AS \"focus_rate\"\nFROM \"c2\"\nGROUP BY \"persons\"\nHAVING COUNT(*) >= 4\nORDER BY AVG(CASE WHEN \"class\" = 'vgood' THEN 1 ELSE 0 END) DESC, COUNT(*) ASC\nLIMIT 17;", "result": "{\"query\": \"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"persons\\\",\\n    COUNT(*) AS \\\"support\\\",\\n    AVG(CASE WHEN \\\"class\\\" = 'vgood' THEN 1 ELSE 0 END) AS \\\"focus_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\"\\nHAVING COUNT(*) >= 4\\nORDER BY AVG(CASE WHEN \\\"class\\\" = 'vgood' THEN 1 ELSE 0 END) DESC, COUNT(*) ASC\\nLIMIT 17;\", \"columns\": [\"persons\", \"support\", \"focus_rate\"], \"rows\": [{\"persons\": \"more\", \"support\": 576, \"focus_rate\": 0.06076388888888889}, {\"persons\": \"4\", \"support\": 576, \"focus_rate\": 0.052083333333333336}, {\"persons\": \"2\", \"support\": 576, \"focus_rate\": 0.0}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.72}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..e8f0d99f9c1fc5457df00f8f1acb0981c3e41bec
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/run_manifest.json
@@ -0,0 +1,90 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:05:56.659188+00:00",
+  "ended_at": "2026-05-19T15:06:07.931335+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_4a181b7d931a6085",
+    "problem_id": "v2p_c2_6fc63f06e8cbc4ba",
+    "dataset_id": "c2",
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "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 Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=persons, target_col=class.",
+    "bindings": {
+      "group_col": "persons",
+      "target_col": "class",
+      "target_value": "vgood",
+      "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": 0.0,
+      "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",
+      "target_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=rare_target_concentration",
+      "template_selection_mode=rule",
+      "problem_index_within_template=4",
+      "sql_variant_index=2/2",
+      "binding_index=87"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 8,
+    "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",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/sql/v2q_c2_4a181b7d931a6085.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_4a181b7d931a6085",
+    "api_calls": 0,
+    "input_tokens": 13802,
+    "cached_input_tokens": 12672,
+    "output_tokens": 513,
+    "total_tokens": 14315,
+    "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": 11266.22,
+    "sql_execution_elapsed_ms_total": 1.72,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/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_f/c2/artifacts/v2q_c2_4a181b7d931a6085/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0e4d7c4421ca7b2bd4251d9413eb40f1fdaf97ec
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:06:07.927557+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": 11266.22, "started_at": "2026-05-19T15:05:56.660120+00:00", "ended_at": "2026-05-19T15:06:07.926369+00:00", "prompt_metrics": {"chars": 6001, "bytes_utf8": 6001, "lines": 181, "estimated_tokens": null}, "response_metrics": {"chars": 516, "bytes_utf8": 516, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13802, "cached_input_tokens": 12672, "output_tokens": 513, "reasoning_output_tokens": 355}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"persons\\\",\\n    COUNT(*) AS \\\"support\\\",\\n    AVG(CASE WHEN \\\"class\\\" = 'vgood' THEN 1 ELSE 0 END) AS \\\"focus_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\"\\nHAVING COUNT(*) >= 4\\nORDER BY AVG(CASE WHEN \\\"class\\\" = 'vgood' THEN 1 ELSE 0 END) DESC, COUNT(*) ASC\\nLIMIT 17;\",\"notes\":\"Applies the Tail Target-Rate Extremes template with group_col=\\\"persons\\\" and target_col=\\\"class\\\", measuring the rate of class='vgood' per passenger-capacity group.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..5fbe791dc0e64ab656e67ecafe97e5389080b679
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_4a181b7d931a6085",
+  "api_calls": 0,
+  "input_tokens": 13802,
+  "cached_input_tokens": 12672,
+  "output_tokens": 513,
+  "total_tokens": 14315,
+  "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": 11266.22,
+  "sql_execution_elapsed_ms_total": 1.72,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4a181b7d931a6085/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_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..e9265be4c45aeea684dc1c7612da387e990d9e97
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5994, "bytes_utf8": 5994, "lines": 181, "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": 448, "bytes_utf8": 448, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13801, "cached_input_tokens": 0, "output_tokens": 332, "reasoning_output_tokens": 197}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f8c0d8b869ead3df21212d89435a393dd91e663a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_4b73d93ff73ccafb",
+    "api_calls": 0,
+    "input_tokens": 13801,
+    "cached_input_tokens": 0,
+    "output_tokens": 332,
+    "total_tokens": 14133,
+    "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": 8588.42,
+    "sql_execution_elapsed_ms_total": 1.02,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/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_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b6315419bb5ff943e6756730ee076a41ac6ffee
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/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": "2026-05-19T15:05:39.774254+00:00",
+  "ended_at": "2026-05-19T15:05:48.362710+00:00",
+  "elapsed_ms": 8588.42,
+  "prompt_metrics": {
+    "chars": 5994,
+    "bytes_utf8": 5994,
+    "lines": 181,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 803,
+    "bytes_utf8": 803,
+    "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": 448,
+      "bytes_utf8": 448,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13801,
+      "cached_input_tokens": 0,
+      "output_tokens": 332,
+      "reasoning_output_tokens": 197
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b0eec6e194f4a2f5dd4bd8f59677c474e878011f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,181 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=doors, target_col=class.",
+  "planned_template_id": "tpl_tail_target_rate_extremes_v2",
+  "bindings": {
+    "group_col": "doors",
+    "target_col": "class",
+    "target_value": "good",
+    "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": 0.0,
+    "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,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4fd13fde84940d212ad1e6d71fd2d348e014e96c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c5-69d2-7d13-9113-0a545f639d70"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"doors\\\",\\n    COUNT(*) AS support,\\n    AVG(CASE WHEN \\\"class\\\" = 'good' THEN 1 ELSE 0 END) AS focus_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\"\\nHAVING COUNT(*) >= 4\\nORDER BY focus_rate DESC, support ASC\\nLIMIT 16;\",\"notes\":\"Applied the provided Tail Target-Rate Extremes template with group_col=\\\"doors\\\", target_col=\\\"class\\\", target_value='good', min_support=4, and top_k=16.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13801,"cached_input_tokens":0,"output_tokens":332,"reasoning_output_tokens":197}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e4e40ae77f701cee2c3ab7d8cd8d3fbbfddd5ead
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_target_rate_extremes_v2\nSELECT\n    \"doors\",\n    COUNT(*) AS support,\n    AVG(CASE WHEN \"class\" = 'good' THEN 1 ELSE 0 END) AS focus_rate\nFROM \"c2\"\nGROUP BY \"doors\"\nHAVING COUNT(*) >= 4\nORDER BY focus_rate DESC, support ASC\nLIMIT 16;","notes":"Applied the provided Tail Target-Rate Extremes template with group_col=\"doors\", target_col=\"class\", target_value='good', min_support=4, and top_k=16."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4b73d93ff73ccafb/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..479f3d227a6d9e8931b015a6df4073d0e0f2b495
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/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=maint, condition_col=maint.
+Result preview: [{"maint": "low", "condition_ratio": 0.0}, {"maint": "high", "condition_ratio": null}, {"maint": "med", "condition_ratio": null}, {"maint": "vhigh", "condition_ratio": null}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..8b028701269b142f433bae384042ac8d72fb4348
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/generated_sql.sql
@@ -0,0 +1,24 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_c2_4c68b6961bbb6502
+-- problem_id: v2p_c2_20f0f1778cd706c2
+-- realization_mode: agent
+-- source_kind: agent
+WITH "grouped" AS (
+    SELECT "maint",
+           SUM(CASE WHEN "maint" = 'high' THEN 1 ELSE 0 END) AS "numerator_count",
+           SUM(CASE WHEN "maint" = 'low' THEN 1 ELSE 0 END) AS "denominator_count"
+    FROM "c2"
+    GROUP BY "maint"
+)
+SELECT "maint",
+       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_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d240c12b3ef834c5e660cc22946343bfc22d33b9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/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 \"maint\",\n           SUM(CASE WHEN \"maint\" = 'high' THEN 1 ELSE 0 END) AS \"numerator_count\",\n           SUM(CASE WHEN \"maint\" = 'low' THEN 1 ELSE 0 END) AS \"denominator_count\"\n    FROM \"c2\"\n    GROUP BY \"maint\"\n)\nSELECT \"maint\",\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 \\\"maint\\\",\\n           SUM(CASE WHEN \\\"maint\\\" = 'high' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n           SUM(CASE WHEN \\\"maint\\\" = 'low' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n    FROM \\\"c2\\\"\\n    GROUP BY \\\"maint\\\"\\n)\\nSELECT \\\"maint\\\",\\n       CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"maint\", \"condition_ratio\"], \"rows\": [{\"maint\": \"low\", \"condition_ratio\": 0.0}, {\"maint\": \"high\", \"condition_ratio\": null}, {\"maint\": \"med\", \"condition_ratio\": null}, {\"maint\": \"vhigh\", \"condition_ratio\": null}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.08}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..c86f5b6aabd14d849391494e82b70af78d1f91cc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T14:57:33.794980+00:00",
+  "ended_at": "2026-05-19T14:57:47.714327+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_4c68b6961bbb6502",
+    "problem_id": "v2p_c2_20f0f1778cd706c2",
+    "dataset_id": "c2",
+    "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=maint, condition_col=maint.",
+    "bindings": {
+      "group_col": "maint",
+      "condition_col": "maint",
+      "condition_value": "high",
+      "positive_value": "high",
+      "negative_value": "low",
+      "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": 0.0,
+      "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": "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=1",
+      "sql_variant_index=1/1",
+      "binding_index=36"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 4,
+    "problem_index_within_template": 1,
+    "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_f/c2/sql/v2q_c2_4c68b6961bbb6502.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_4c68b6961bbb6502",
+    "api_calls": 0,
+    "input_tokens": 13895,
+    "cached_input_tokens": 0,
+    "output_tokens": 700,
+    "total_tokens": 14595,
+    "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": 13914.17,
+    "sql_execution_elapsed_ms_total": 1.08,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/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_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..16bfeee592002164feb3048a4c117b93dd67998d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T14:57:47.711278+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": 13914.17, "started_at": "2026-05-19T14:57:33.796088+00:00", "ended_at": "2026-05-19T14:57:47.710289+00:00", "prompt_metrics": {"chars": 6468, "bytes_utf8": 6468, "lines": 183, "estimated_tokens": null}, "response_metrics": {"chars": 759, "bytes_utf8": 759, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13895, "cached_input_tokens": 0, "output_tokens": 700, "reasoning_output_tokens": 500}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n    SELECT \\\"maint\\\",\\n           SUM(CASE WHEN \\\"maint\\\" = 'high' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n           SUM(CASE WHEN \\\"maint\\\" = 'low' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n    FROM \\\"c2\\\"\\n    GROUP BY \\\"maint\\\"\\n)\\nSELECT \\\"maint\\\",\\n       CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Applied the requested grouped-ratio template exactly with both group_col and condition_col bound to \\\"maint\\\". Because the grouping column and condition column are the same, some groups will have a zero denominator and therefore produce NULL ratios.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..b29c7a5cbde221304b120308b5fbab1a82593b9b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_4c68b6961bbb6502",
+  "api_calls": 0,
+  "input_tokens": 13895,
+  "cached_input_tokens": 0,
+  "output_tokens": 700,
+  "total_tokens": 14595,
+  "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": 13914.17,
+  "sql_execution_elapsed_ms_total": 1.08,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4c68b6961bbb6502/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_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9932d7def00ce7ab883b43fa50fdb40b6eb137f2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5759, "bytes_utf8": 5759, "lines": 180, "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": 361, "bytes_utf8": 361, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13729, "cached_input_tokens": 0, "output_tokens": 452, "reasoning_output_tokens": 345}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..754b2159f7e6c8c70d7d78eb5a28dc3222aae7f7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_4d1fd7911c9ddf13",
+    "api_calls": 0,
+    "input_tokens": 13729,
+    "cached_input_tokens": 0,
+    "output_tokens": 452,
+    "total_tokens": 14181,
+    "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": 10938.06,
+    "sql_execution_elapsed_ms_total": 1.29,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/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_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f36a3c2760e8e11c4bb703bb380c3b2fc30d4071
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/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": "2026-05-19T15:15:20.631878+00:00",
+  "ended_at": "2026-05-19T15:15:31.569975+00:00",
+  "elapsed_ms": 10938.06,
+  "prompt_metrics": {
+    "chars": 5759,
+    "bytes_utf8": 5759,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 728,
+    "bytes_utf8": 728,
+    "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": 361,
+      "bytes_utf8": 361,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13729,
+      "cached_input_tokens": 0,
+      "output_tokens": 452,
+      "reasoning_output_tokens": 345
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..684901df2b125f311e60df43199067d49a361a91
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_two_dimensional_topk_count",
+    "template_name": "Two-Dimensional Top-k Count",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "group_col_2"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Dimensional Top-k Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=safety, group_col_2=class.",
+  "planned_template_id": "tpl_clickbench_two_dimensional_topk_count",
+  "bindings": {
+    "group_col": "safety",
+    "group_col_2": "class",
+    "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": 0.0,
+    "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 support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..88c763c24d6ca8d235ff41f3ae3e8c3f02ddb9de
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ce-46b4-7b02-b4af-77e5eee8f3aa"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_two_dimensional_topk_count\\nSELECT \\\"safety\\\", \\\"class\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"safety\\\", \\\"class\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 10;\",\"notes\":\"Uses the provided Two-Dimensional Top-k Count template with group_col=\\\"safety\\\", group_col_2=\\\"class\\\", and top_k=10 on the single table \\\"c2\\\".\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13729,"cached_input_tokens":0,"output_tokens":452,"reasoning_output_tokens":345}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..970e37915a8c61ef48ef196f68b2e19fd5c6d03f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_two_dimensional_topk_count\nSELECT \"safety\", \"class\", COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"safety\", \"class\"\nORDER BY \"support\" DESC\nLIMIT 10;","notes":"Uses the provided Two-Dimensional Top-k Count template with group_col=\"safety\", group_col_2=\"class\", and top_k=10 on the single table \"c2\"."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d1fd7911c9ddf13/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..758240acb592dd5393043215207ee30f56b01ecf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5649, "bytes_utf8": 5649, "lines": 178, "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": 299, "bytes_utf8": 299, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13696, "cached_input_tokens": 12672, "output_tokens": 187, "reasoning_output_tokens": 100}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..b29a6fc64fa2ecd2871662de2b5f56485590a75d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_4d53b7a8e0fd3bc8",
+    "api_calls": 0,
+    "input_tokens": 13696,
+    "cached_input_tokens": 12672,
+    "output_tokens": 187,
+    "total_tokens": 13883,
+    "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": 7032.43,
+    "sql_execution_elapsed_ms_total": 0.94,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/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_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..8223942caea38bde50c8e64a8c6b3caedd3f23ab
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/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": "2026-05-19T15:02:21.612031+00:00",
+  "ended_at": "2026-05-19T15:02:28.644493+00:00",
+  "elapsed_ms": 7032.43,
+  "prompt_metrics": {
+    "chars": 5649,
+    "bytes_utf8": 5649,
+    "lines": 178,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 652,
+    "bytes_utf8": 652,
+    "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": 299,
+      "bytes_utf8": 299,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13696,
+      "cached_input_tokens": 12672,
+      "output_tokens": 187,
+      "reasoning_output_tokens": 100
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..09f5e9d394861df2fa323525797dff0ce1776684
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,178 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=doors.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "doors",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f3ccdbe7160aa44e805747b23ce444f8d3696bfd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c2-63af-7c43-99c5-82a1be14af0a"}
+{"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    \\\"doors\\\",\\n    COUNT(*) AS support\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\"\\nORDER BY support ASC, \\\"doors\\\"\\nLIMIT 10;\",\"notes\":\"Applied the provided Low-Support Group Count template with group_col bound to \\\"doors\\\" and top_k=10.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13696,"cached_input_tokens":12672,"output_tokens":187,"reasoning_output_tokens":100}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7fad90f5079f39f246d5df96def3cccca024d2f0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n    \"doors\",\n    COUNT(*) AS support\nFROM \"c2\"\nGROUP BY \"doors\"\nORDER BY support ASC, \"doors\"\nLIMIT 10;","notes":"Applied the provided Low-Support Group Count template with group_col bound to \"doors\" and top_k=10."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4d53b7a8e0fd3bc8/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4f3ff3093504d5e9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4f3ff3093504d5e9/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3e6795d6864b9ec9aa5953ce36cccd5aeca275bb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_4f3ff3093504d5e9/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bf-5b3c-7943-950c-84e57b861808"}
+{"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 \\\"maint\\\",\\n           SUM(CASE WHEN \\\"maint\\\" = 'high' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"maint\\\" = 'low' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"c2\\\"\\n    GROUP BY \\\"maint\\\"\\n)\\nSELECT \\\"maint\\\",\\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applied the planned template with group_col=\\\"maint\\\" and condition_col=\\\"maint\\\" using positive_value='high' and negative_value='low'. Because the grouping column and condition column are the same, groups other than 'low' will have a zero denominator and yield NULL ratios.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13895,"cached_input_tokens":12672,"output_tokens":534,"reasoning_output_tokens":341}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2f9d703b511d684147d9fae24e05bfe350c77fb6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5851, "bytes_utf8": 5851, "lines": 182, "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": 380, "bytes_utf8": 380, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13735, "cached_input_tokens": 12672, "output_tokens": 234, "reasoning_output_tokens": 131}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..5d64c552401416507cd7854d5bce09ea85283f54
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_51ab3c3665835731",
+    "api_calls": 0,
+    "input_tokens": 13735,
+    "cached_input_tokens": 12672,
+    "output_tokens": 234,
+    "total_tokens": 13969,
+    "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": 7710.71,
+    "sql_execution_elapsed_ms_total": 0.88,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/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_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..9de497ecbbb21a60919b5eadba6c23b88be25e8e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/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": "2026-05-19T15:14:07.792850+00:00",
+  "ended_at": "2026-05-19T15:14:15.503588+00:00",
+  "elapsed_ms": 7710.71,
+  "prompt_metrics": {
+    "chars": 5851,
+    "bytes_utf8": 5851,
+    "lines": 182,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 736,
+    "bytes_utf8": 736,
+    "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": 380,
+      "bytes_utf8": 380,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13735,
+      "cached_input_tokens": 12672,
+      "output_tokens": 234,
+      "reasoning_output_tokens": 131
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..bd8d8eea110606f472a0baffea8aa489e847750b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,182 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=persons.",
+  "planned_template_id": "tpl_clickbench_filtered_topk_group_count",
+  "bindings": {
+    "group_col": "persons",
+    "predicate_col": "buying",
+    "predicate_op": "=",
+    "predicate_value": "vhigh",
+    "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": 0.0,
+    "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 support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5074300f51f00639ae5f67bc81f54719dc1c4620
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cd-2a3d-7510-879f-2e481a428dd6"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"persons\\\", COUNT(*) AS support\\nFROM \\\"c2\\\"\\nWHERE \\\"buying\\\" = 'vhigh'\\nGROUP BY \\\"persons\\\"\\nORDER BY support DESC\\nLIMIT 15;\",\"notes\":\"Uses the planned Filtered Top-k Group Count template with group_col=\\\"persons\\\", filtered to rows where \\\"buying\\\" = 'vhigh', then counts and ranks subgroup support.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13735,"cached_input_tokens":12672,"output_tokens":234,"reasoning_output_tokens":131}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..631fa39f26134cb2888c8391ca348124feeb47b2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_topk_group_count\nSELECT \"persons\", COUNT(*) AS support\nFROM \"c2\"\nWHERE \"buying\" = 'vhigh'\nGROUP BY \"persons\"\nORDER BY support DESC\nLIMIT 15;","notes":"Uses the planned Filtered Top-k Group Count template with group_col=\"persons\", filtered to rows where \"buying\" = 'vhigh', then counts and ranks subgroup support."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_51ab3c3665835731/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c0f2b0cabe47ad60bd8aeb0417366d0f9be22653
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/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=persons, condition_col=persons.
+Result preview: [{"persons": "4", "condition_rate": 1.0}, {"persons": "more", "condition_rate": 0.0}, {"persons": "2", "condition_rate": 0.0}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..5c04c9ee9255f7459f93093254eed87a906b509f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_c2_5255a81ea65a0753
+-- problem_id: v2p_c2_09a9f9229f0f3416
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "persons",
+       AVG(CASE WHEN "persons" = '4' THEN 1 ELSE 0 END) AS condition_rate
+FROM "c2"
+GROUP BY "persons"
+ORDER BY condition_rate DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b5fbe4240d05b165dd39870fe46d832de136204a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/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 \"persons\",\n       AVG(CASE WHEN \"persons\" = '4' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"c2\"\nGROUP BY \"persons\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"persons\\\",\\n       AVG(CASE WHEN \\\"persons\\\" = '4' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"persons\", \"condition_rate\"], \"rows\": [{\"persons\": \"4\", \"condition_rate\": 1.0}, {\"persons\": \"more\", \"condition_rate\": 0.0}, {\"persons\": \"2\", \"condition_rate\": 0.0}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.99}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..87b63473c24afed3ede4205964be2d6bc7fcf838
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T14:57:06.488860+00:00",
+  "ended_at": "2026-05-19T14:57:16.371034+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_5255a81ea65a0753",
+    "problem_id": "v2p_c2_09a9f9229f0f3416",
+    "dataset_id": "c2",
+    "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=persons, condition_col=persons.",
+    "bindings": {
+      "group_col": "persons",
+      "condition_col": "persons",
+      "condition_value": "4",
+      "positive_value": "2",
+      "negative_value": "4",
+      "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": 0.0,
+      "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=8",
+      "sql_variant_index=2/2",
+      "binding_index=31"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 3,
+    "problem_index_within_template": 8,
+    "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_f/c2/sql/v2q_c2_5255a81ea65a0753.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_5255a81ea65a0753",
+    "api_calls": 0,
+    "input_tokens": 13748,
+    "cached_input_tokens": 0,
+    "output_tokens": 434,
+    "total_tokens": 14182,
+    "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": 9874.15,
+    "sql_execution_elapsed_ms_total": 1.99,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/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_f/c2/artifacts/v2q_c2_5255a81ea65a0753/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d560868691165cf4134db648f3d22acbf77e1122
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T14:57:16.366441+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": 9874.15, "started_at": "2026-05-19T14:57:06.490703+00:00", "ended_at": "2026-05-19T14:57:16.364893+00:00", "prompt_metrics": {"chars": 5905, "bytes_utf8": 5905, "lines": 183, "estimated_tokens": null}, "response_metrics": {"chars": 526, "bytes_utf8": 526, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13748, "cached_input_tokens": 0, "output_tokens": 434, "reasoning_output_tokens": 297}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"persons\\\",\\n       AVG(CASE WHEN \\\"persons\\\" = '4' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col and condition_col both bound to \\\"persons\\\" and condition_value fixed to '4'. Because the grouping column equals the condition column, this yields a self-membership rate: 1.0 for the '4' group and 0.0 for the other persons groups.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..e99b1eae9ef317a11694cc1b4bc1d9953308cc10
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_5255a81ea65a0753",
+  "api_calls": 0,
+  "input_tokens": 13748,
+  "cached_input_tokens": 0,
+  "output_tokens": 434,
+  "total_tokens": 14182,
+  "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": 9874.15,
+  "sql_execution_elapsed_ms_total": 1.99,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5255a81ea65a0753/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_f/c2/artifacts/v2q_c2_555531ff599dde5d/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_555531ff599dde5d/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6fff25713b65ff3e9f4cbb380665b54098ed8733
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_555531ff599dde5d/final_answer.txt
@@ -0,0 +1 @@
+{"row_count": null, "preview_rows": [{"value_label": "high", "support": 432, "support_share": 0.25, "support_rank": 1}, {"value_label": "low", "support": 432, "support_share": 0.25, "support_rank": 2}, {"value_label": "med", "support": 432, "support_share": 0.25, "support_rank": 3}, {"value_label": "vhigh", "support": 432, "support_share": 0.25, "support_rank": 4}]}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_555531ff599dde5d/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_555531ff599dde5d/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..76203e8be2e30a02054f5c9ff60a354fd3a7211f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_555531ff599dde5d/generated_sql.sql
@@ -0,0 +1,25 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: cardinality_structure
+-- canonical_subitem_id: support_rank_profile_consistency
+-- intended_facet_id: support_concentration
+-- variant_semantic_role: count_distribution
+-- template_id: tpl_cardinality_support_rank_profile
+-- query_record_id: v2q_c2_555531ff599dde5d
+-- problem_id: v2p_c2_2205d7f101fdc914
+-- realization_mode: deterministic
+-- source_kind: deterministic
+WITH grouped AS (
+    SELECT "buying" AS value_label, COUNT(*) AS support
+    FROM "c2"
+    GROUP BY "buying"
+)
+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_f/c2/artifacts/v2q_c2_555531ff599dde5d/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_555531ff599dde5d/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cbe681c809e911cdd434cca993a173b004c79653
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_555531ff599dde5d/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_f\n-- sql_source_dataset_id: c2\n-- family_id: cardinality_structure\n-- canonical_subitem_id: support_rank_profile_consistency\n-- intended_facet_id: support_concentration\n-- variant_semantic_role: count_distribution\n-- template_id: tpl_cardinality_support_rank_profile\n-- query_record_id: v2q_c2_555531ff599dde5d\n-- problem_id: v2p_c2_2205d7f101fdc914\n-- realization_mode: deterministic\n-- source_kind: deterministic\nWITH grouped AS (\n    SELECT \"buying\" AS value_label, COUNT(*) AS support\n    FROM \"c2\"\n    GROUP BY \"buying\"\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_f\\n-- sql_source_dataset_id: c2\\n-- family_id: cardinality_structure\\n-- canonical_subitem_id: support_rank_profile_consistency\\n-- intended_facet_id: support_concentration\\n-- variant_semantic_role: count_distribution\\n-- template_id: tpl_cardinality_support_rank_profile\\n-- query_record_id: v2q_c2_555531ff599dde5d\\n-- problem_id: v2p_c2_2205d7f101fdc914\\n-- realization_mode: deterministic\\n-- source_kind: deterministic\\nWITH grouped AS (\\n    SELECT \\\"buying\\\" AS value_label, COUNT(*) AS support\\n    FROM \\\"c2\\\"\\n    GROUP BY \\\"buying\\\"\\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\": \"high\", \"support\": 432, \"support_share\": 0.25, \"support_rank\": 1}, {\"value_label\": \"low\", \"support\": 432, \"support_share\": 0.25, \"support_rank\": 2}, {\"value_label\": \"med\", \"support\": 432, \"support_share\": 0.25, \"support_rank\": 3}, {\"value_label\": \"vhigh\", \"support\": 432, \"support_share\": 0.25, \"support_rank\": 4}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.25}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_555531ff599dde5d/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_555531ff599dde5d/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..9655abba09c5613327d3a120594cd598d4dbbde1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_555531ff599dde5d/run_manifest.json
@@ -0,0 +1,57 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:18:02.899391+00:00",
+  "ended_at": "2026-05-19T15:18:02.901629+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_555531ff599dde5d",
+    "problem_id": "v2p_c2_2205d7f101fdc914",
+    "dataset_id": "c2",
+    "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": "support_concentration",
+    "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=buying.",
+    "bindings": {
+      "group_col": "buying"
+    },
+    "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=1",
+      "sql_variant_index=1/1"
+    ],
+    "template_selection_mode": "deterministic",
+    "selected_template_rank": 0,
+    "problem_index_within_template": 1,
+    "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_f/c2/sql/v2q_c2_555531ff599dde5d.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_f/c2/artifacts/v2q_c2_555531ff599dde5d/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_555531ff599dde5d/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..96c9ff4feec395919fc26411d18d078b8af6e1c7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_555531ff599dde5d/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_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f2b04e89c0ea6955d8223279b3f16ea990115baf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5986, "bytes_utf8": 5986, "lines": 184, "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": 549, "bytes_utf8": 549, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13767, "cached_input_tokens": 0, "output_tokens": 335, "reasoning_output_tokens": 194}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..058ec7744d93c69ea36d1f3785b173f01181fe28
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_5705d82f7713f2af",
+    "api_calls": 0,
+    "input_tokens": 13767,
+    "cached_input_tokens": 0,
+    "output_tokens": 335,
+    "total_tokens": 14102,
+    "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": 8713.2,
+    "sql_execution_elapsed_ms_total": 0.59,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/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_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d9e14d331ffcb40350d82ec35cf863bb1580410c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/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": "2026-05-19T15:15:40.464468+00:00",
+  "ended_at": "2026-05-19T15:15:49.177704+00:00",
+  "elapsed_ms": 8713.2,
+  "prompt_metrics": {
+    "chars": 5986,
+    "bytes_utf8": 5986,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 913,
+    "bytes_utf8": 913,
+    "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": 549,
+      "bytes_utf8": 549,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13767,
+      "cached_input_tokens": 0,
+      "output_tokens": 335,
+      "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_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..79cb04255c1b999db4406d532c4f123c3c424904
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_distinct_topk",
+    "template_name": "Filtered Top-k Distinct Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Distinct Coverage to probe internal_profile_stability with semantic role filtered_stable_view. Focus on group_col=class.",
+  "planned_template_id": "tpl_clickbench_filtered_distinct_topk",
+  "bindings": {
+    "group_col": "class",
+    "predicate_col": "class",
+    "predicate_op": "=",
+    "predicate_value": "unacc",
+    "entity_col": "class",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2678c4d5eefb416b1c0591cc8105975a943bc766
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ce-943e-7ec3-ad5a-6516027c4a15"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_distinct_topk\\nSELECT \\\"class\\\", COUNT(DISTINCT \\\"class\\\") AS distinct_entities\\nFROM \\\"c2\\\"\\nWHERE \\\"class\\\" = 'unacc'\\nGROUP BY \\\"class\\\"\\nORDER BY distinct_entities DESC\\nLIMIT 12;\",\"notes\":\"Applied the provided template exactly with group_col, entity_col, and predicate_col all bound to \\\"class\\\" on table \\\"c2\\\". Because the filter is \\\"class\\\" = 'unacc' and the distinct count is also over \\\"class\\\", the result will effectively show the single matching class group with a distinct count of 1.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13767,"cached_input_tokens":0,"output_tokens":335,"reasoning_output_tokens":194}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0129dd42095440ac7ad0dd46d5de21c1d20117b7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_distinct_topk\nSELECT \"class\", COUNT(DISTINCT \"class\") AS distinct_entities\nFROM \"c2\"\nWHERE \"class\" = 'unacc'\nGROUP BY \"class\"\nORDER BY distinct_entities DESC\nLIMIT 12;","notes":"Applied the provided template exactly with group_col, entity_col, and predicate_col all bound to \"class\" on table \"c2\". Because the filter is \"class\" = 'unacc' and the distinct count is also over \"class\", the result will effectively show the single matching class group with a distinct count of 1."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5705d82f7713f2af/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..64885a7cfa28be9349f60dc76514994b68340fb7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/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=lug_boot, condition_col=lug_boot.
+Result preview: [{"lug_boot": "med", "condition_rate": 1.0}, {"lug_boot": "small", "condition_rate": 0.0}, {"lug_boot": "big", "condition_rate": 0.0}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..82f4351bf85db38b90703176164bcd53cda2b212
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_c2_58f38fb02c93fea5
+-- problem_id: v2p_c2_c9ec58dcda8427e8
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "lug_boot",
+       AVG(CASE WHEN "lug_boot" = 'med' THEN 1 ELSE 0 END) AS condition_rate
+FROM "c2"
+GROUP BY "lug_boot"
+ORDER BY condition_rate DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d1145afc0b7d118dc14b86e5c76f7180ccaff5bc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/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 \"lug_boot\",\n       AVG(CASE WHEN \"lug_boot\" = 'med' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"c2\"\nGROUP BY \"lug_boot\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"lug_boot\\\",\\n       AVG(CASE WHEN \\\"lug_boot\\\" = 'med' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"lug_boot\", \"condition_rate\"], \"rows\": [{\"lug_boot\": \"med\", \"condition_rate\": 1.0}, {\"lug_boot\": \"small\", \"condition_rate\": 0.0}, {\"lug_boot\": \"big\", \"condition_rate\": 0.0}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.03}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..31bb45a4078b2e28f151dab1730c6afe2db7cfe4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T14:57:25.394784+00:00",
+  "ended_at": "2026-05-19T14:57:33.794258+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_58f38fb02c93fea5",
+    "problem_id": "v2p_c2_c9ec58dcda8427e8",
+    "dataset_id": "c2",
+    "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=lug_boot, condition_col=lug_boot.",
+    "bindings": {
+      "group_col": "lug_boot",
+      "condition_col": "lug_boot",
+      "condition_value": "med",
+      "positive_value": "big",
+      "negative_value": "med",
+      "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": 0.0,
+      "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=pairwise_conditional_dependency",
+      "template_selection_mode=rule",
+      "problem_index_within_template=9",
+      "sql_variant_index=2/2",
+      "binding_index=32"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 3,
+    "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_f/c2/sql/v2q_c2_58f38fb02c93fea5.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_58f38fb02c93fea5",
+    "api_calls": 0,
+    "input_tokens": 13751,
+    "cached_input_tokens": 12672,
+    "output_tokens": 324,
+    "total_tokens": 14075,
+    "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": 8394.47,
+    "sql_execution_elapsed_ms_total": 1.03,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/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_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..500553e501383a2258fa2c2d45c66f017d1a9bf6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T14:57:33.791751+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": 8394.47, "started_at": "2026-05-19T14:57:25.396382+00:00", "ended_at": "2026-05-19T14:57:33.790888+00:00", "prompt_metrics": {"chars": 5919, "bytes_utf8": 5919, "lines": 183, "estimated_tokens": null}, "response_metrics": {"chars": 508, "bytes_utf8": 508, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13751, "cached_input_tokens": 12672, "output_tokens": 324, "reasoning_output_tokens": 187}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"lug_boot\\\",\\n       AVG(CASE WHEN \\\"lug_boot\\\" = 'med' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col=\\\"lug_boot\\\" and condition_col=\\\"lug_boot\\\", using condition_value='med'. Because the grouping column and condition column are the same, the rate is 1.0 for the 'med' group and 0.0 for other lug_boot groups.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..7dd9a56b052e95e50df992036c3fe5bcfc00882e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_58f38fb02c93fea5",
+  "api_calls": 0,
+  "input_tokens": 13751,
+  "cached_input_tokens": 12672,
+  "output_tokens": 324,
+  "total_tokens": 14075,
+  "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": 8394.47,
+  "sql_execution_elapsed_ms_total": 1.03,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_58f38fb02c93fea5/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_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ad7d86d31d9a06d3b97b7a2d84e6b5d1fa989bdc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5967, "bytes_utf8": 5967, "lines": 183, "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": 366, "bytes_utf8": 366, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13790, "cached_input_tokens": 12672, "output_tokens": 345, "reasoning_output_tokens": 234}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..5d89499c261d2323425d5ccbb1bac0407c115461
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_5e517e35d43c1c5c",
+    "api_calls": 0,
+    "input_tokens": 13790,
+    "cached_input_tokens": 12672,
+    "output_tokens": 345,
+    "total_tokens": 14135,
+    "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": 10395.09,
+    "sql_execution_elapsed_ms_total": 2.28,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/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_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..dc02dc03e57fa57d6d7317b14793c8db00b48ed1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/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": "2026-05-19T15:10:19.446544+00:00",
+  "ended_at": "2026-05-19T15:10:29.841668+00:00",
+  "elapsed_ms": 10395.09,
+  "prompt_metrics": {
+    "chars": 5967,
+    "bytes_utf8": 5967,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 733,
+    "bytes_utf8": 733,
+    "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": 366,
+      "bytes_utf8": 366,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13790,
+      "cached_input_tokens": 12672,
+      "output_tokens": 345,
+      "reasoning_output_tokens": 234
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..057191059a7568a72746d30f36825c77fe4015f5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Axis Target Rate Surface to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=lug_boot, group_col_2=safety, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "lug_boot",
+    "group_col_2": "safety",
+    "target_col": "class",
+    "target_value": "good",
+    "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": 0.0,
+    "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},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d200e5395db65f5a31b930db0cd65752bca4f04a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c9-ae1d-7f73-85b3-6f67d1eb6d5a"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"lug_boot\\\", \\\"safety\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'good' THEN 1 ELSE 0 END) AS target_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\", \\\"safety\\\"\\nORDER BY target_rate DESC;\",\"notes\":\"Computes the within-group proportion of rows where \\\"class\\\" = 'good' for each (\\\"lug_boot\\\", \\\"safety\\\") combination.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13790,"cached_input_tokens":12672,"output_tokens":345,"reasoning_output_tokens":234}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..aa1017354c6c5649653671d167c21617e082612a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate\nSELECT \"lug_boot\", \"safety\",\n       AVG(CASE WHEN \"class\" = 'good' THEN 1 ELSE 0 END) AS target_rate\nFROM \"c2\"\nGROUP BY \"lug_boot\", \"safety\"\nORDER BY target_rate DESC;","notes":"Computes the within-group proportion of rows where \"class\" = 'good' for each (\"lug_boot\", \"safety\") combination."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5e517e35d43c1c5c/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5f56772cc4d4cff3/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5f56772cc4d4cff3/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1158e50c1e2c8d77d98b20a699b8928ffe24a06b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5f56772cc4d4cff3/final_answer.txt
@@ -0,0 +1 @@
+{"row_count": null, "preview_rows": [{"value_label": "big", "support": 576, "support_share": 0.3333333333333333, "support_rank": 1}, {"value_label": "med", "support": 576, "support_share": 0.3333333333333333, "support_rank": 2}, {"value_label": "small", "support": 576, "support_share": 0.3333333333333333, "support_rank": 3}]}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5f56772cc4d4cff3/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5f56772cc4d4cff3/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..6a9e0bca2cc03e675f58ba60eea11af46f460903
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5f56772cc4d4cff3/generated_sql.sql
@@ -0,0 +1,25 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: cardinality_structure
+-- canonical_subitem_id: support_rank_profile_consistency
+-- intended_facet_id: support_concentration
+-- variant_semantic_role: count_distribution
+-- template_id: tpl_cardinality_support_rank_profile
+-- query_record_id: v2q_c2_5f56772cc4d4cff3
+-- problem_id: v2p_c2_c484181daca77b9b
+-- realization_mode: deterministic
+-- source_kind: deterministic
+WITH grouped AS (
+    SELECT "lug_boot" AS value_label, COUNT(*) AS support
+    FROM "c2"
+    GROUP BY "lug_boot"
+)
+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_f/c2/artifacts/v2q_c2_5f56772cc4d4cff3/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5f56772cc4d4cff3/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f163466198897653bc29e729340ffbe7db93cc8a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5f56772cc4d4cff3/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_f\n-- sql_source_dataset_id: c2\n-- family_id: cardinality_structure\n-- canonical_subitem_id: support_rank_profile_consistency\n-- intended_facet_id: support_concentration\n-- variant_semantic_role: count_distribution\n-- template_id: tpl_cardinality_support_rank_profile\n-- query_record_id: v2q_c2_5f56772cc4d4cff3\n-- problem_id: v2p_c2_c484181daca77b9b\n-- realization_mode: deterministic\n-- source_kind: deterministic\nWITH grouped AS (\n    SELECT \"lug_boot\" AS value_label, COUNT(*) AS support\n    FROM \"c2\"\n    GROUP BY \"lug_boot\"\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_f\\n-- sql_source_dataset_id: c2\\n-- family_id: cardinality_structure\\n-- canonical_subitem_id: support_rank_profile_consistency\\n-- intended_facet_id: support_concentration\\n-- variant_semantic_role: count_distribution\\n-- template_id: tpl_cardinality_support_rank_profile\\n-- query_record_id: v2q_c2_5f56772cc4d4cff3\\n-- problem_id: v2p_c2_c484181daca77b9b\\n-- realization_mode: deterministic\\n-- source_kind: deterministic\\nWITH grouped AS (\\n    SELECT \\\"lug_boot\\\" AS value_label, COUNT(*) AS support\\n    FROM \\\"c2\\\"\\n    GROUP BY \\\"lug_boot\\\"\\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\": \"big\", \"support\": 576, \"support_share\": 0.3333333333333333, \"support_rank\": 1}, {\"value_label\": \"med\", \"support\": 576, \"support_share\": 0.3333333333333333, \"support_rank\": 2}, {\"value_label\": \"small\", \"support\": 576, \"support_share\": 0.3333333333333333, \"support_rank\": 3}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.12}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5f56772cc4d4cff3/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5f56772cc4d4cff3/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..89a3d62d049f9bf819a57aea9f1337bc0ec6bf24
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5f56772cc4d4cff3/run_manifest.json
@@ -0,0 +1,57 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:18:02.911735+00:00",
+  "ended_at": "2026-05-19T15:18:02.913640+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_5f56772cc4d4cff3",
+    "problem_id": "v2p_c2_c484181daca77b9b",
+    "dataset_id": "c2",
+    "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": "support_concentration",
+    "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=lug_boot.",
+    "bindings": {
+      "group_col": "lug_boot"
+    },
+    "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=5",
+      "sql_variant_index=1/1"
+    ],
+    "template_selection_mode": "deterministic",
+    "selected_template_rank": 0,
+    "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_f/c2/sql/v2q_c2_5f56772cc4d4cff3.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_f/c2/artifacts/v2q_c2_5f56772cc4d4cff3/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5f56772cc4d4cff3/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..96c9ff4feec395919fc26411d18d078b8af6e1c7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_5f56772cc4d4cff3/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_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..526586eb5b05e91fcd67345e6e27d7edf1b09926
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5959, "bytes_utf8": 5959, "lines": 183, "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": 578, "bytes_utf8": 578, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13790, "cached_input_tokens": 12672, "output_tokens": 443, "reasoning_output_tokens": 279}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..5ada12523fe0f28b89a3a99f052dfb0b83073bb9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_63ba21a6a9e89ba6",
+    "api_calls": 0,
+    "input_tokens": 13790,
+    "cached_input_tokens": 12672,
+    "output_tokens": 443,
+    "total_tokens": 14233,
+    "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": 10662.49,
+    "sql_execution_elapsed_ms_total": 2.04,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/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_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..00cf6fe7860d3349469b10c1aa5a888499ee57c6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/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": "2026-05-19T15:10:48.904097+00:00",
+  "ended_at": "2026-05-19T15:10:59.566617+00:00",
+  "elapsed_ms": 10662.49,
+  "prompt_metrics": {
+    "chars": 5959,
+    "bytes_utf8": 5959,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 961,
+    "bytes_utf8": 961,
+    "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": 578,
+      "bytes_utf8": 578,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13790,
+      "cached_input_tokens": 12672,
+      "output_tokens": 443,
+      "reasoning_output_tokens": 279
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d95b2f858a4fc70d11bf3a57215f3d10bd3528b5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Axis Target Rate Surface to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=lug_boot, group_col_2=class, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "lug_boot",
+    "group_col_2": "class",
+    "target_col": "class",
+    "target_value": "vgood",
+    "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": 0.0,
+    "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},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..247957ea1873b148986d86b702065e403df54f56
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ca-2155-7203-8c35-aa3bd396b3f8"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"lug_boot\\\", \\\"class\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'vgood' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\", \\\"class\\\"\\nORDER BY \\\"target_rate\\\" DESC;\",\"notes\":\"Uses the requested Two-Axis Target Rate Surface template with group_col=\\\"lug_boot\\\", group_col_2=\\\"class\\\", and target_col=\\\"class\\\". Because \\\"class\\\" is both a grouping column and the target being tested for 'vgood', each grouped row will have a deterministic target_rate of 1.0 when \\\"class\\\"='vgood' and 0.0 otherwise.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13790,"cached_input_tokens":12672,"output_tokens":443,"reasoning_output_tokens":279}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..170ab4fa7baf8d70098552117cf2e075f308422c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate\nSELECT \"lug_boot\", \"class\",\n       AVG(CASE WHEN \"class\" = 'vgood' THEN 1 ELSE 0 END) AS \"target_rate\"\nFROM \"c2\"\nGROUP BY \"lug_boot\", \"class\"\nORDER BY \"target_rate\" DESC;","notes":"Uses the requested Two-Axis Target Rate Surface template with group_col=\"lug_boot\", group_col_2=\"class\", and target_col=\"class\". Because \"class\" is both a grouping column and the target being tested for 'vgood', each grouped row will have a deterministic target_rate of 1.0 when \"class\"='vgood' and 0.0 otherwise."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_63ba21a6a9e89ba6/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7941b6b73fead8148c624c84766c3bc352221a4b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Two-Axis Target Rate Surface to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=doors, group_col_2=safety, target_col=class.
+Result preview: [{"doors": "3", "safety": "high", "target_rate": 0.375}, {"doors": "4", "safety": "high", "target_rate": 0.3611111111111111}, {"doors": "5more", "safety": "high", "target_rate": 0.3611111111111111}, {"doors": "4", "safety": "med", "target_rate": 0.3472222222222222}, {"doors": "5more", "safety": "med", "target_rate": 0.3472222222222222}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..41973c3fbc74cd29763afab8d3e1812476819d45
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_c2_two_dim_target_rate
+-- query_record_id: v2q_c2_6484e37a786b6200
+-- problem_id: v2p_c2_f8b52ff904fa2059
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "doors", "safety",
+       AVG(CASE WHEN "class" = 'acc' THEN 1 ELSE 0 END) AS "target_rate"
+FROM "c2"
+GROUP BY "doors", "safety"
+ORDER BY "target_rate" DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..326de5fff8e7de3c9c0bdd792988bac0736c5aa5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/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_two_dim_target_rate\nSELECT \"doors\", \"safety\",\n       AVG(CASE WHEN \"class\" = 'acc' THEN 1 ELSE 0 END) AS \"target_rate\"\nFROM \"c2\"\nGROUP BY \"doors\", \"safety\"\nORDER BY \"target_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"doors\\\", \\\"safety\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'acc' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\", \\\"safety\\\"\\nORDER BY \\\"target_rate\\\" DESC;\", \"columns\": [\"doors\", \"safety\", \"target_rate\"], \"rows\": [{\"doors\": \"3\", \"safety\": \"high\", \"target_rate\": 0.375}, {\"doors\": \"4\", \"safety\": \"high\", \"target_rate\": 0.3611111111111111}, {\"doors\": \"5more\", \"safety\": \"high\", \"target_rate\": 0.3611111111111111}, {\"doors\": \"4\", \"safety\": \"med\", \"target_rate\": 0.3472222222222222}, {\"doors\": \"5more\", \"safety\": \"med\", \"target_rate\": 0.3472222222222222}, {\"doors\": \"2\", \"safety\": \"high\", \"target_rate\": 0.3194444444444444}, {\"doors\": \"3\", \"safety\": \"med\", \"target_rate\": 0.3125}, {\"doors\": \"2\", \"safety\": \"med\", \"target_rate\": 0.24305555555555555}, {\"doors\": \"2\", \"safety\": \"low\", \"target_rate\": 0.0}, {\"doors\": \"3\", \"safety\": \"low\", \"target_rate\": 0.0}, {\"doors\": \"4\", \"safety\": \"low\", \"target_rate\": 0.0}, {\"doors\": \"5more\", \"safety\": \"low\", \"target_rate\": 0.0}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.99}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..d105e6bdc5f85b62d851cbb830abf5f70e6b96af
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:08:42.106019+00:00",
+  "ended_at": "2026-05-19T15:08:50.419001+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_6484e37a786b6200",
+    "problem_id": "v2p_c2_f8b52ff904fa2059",
+    "dataset_id": "c2",
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "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 Two-Axis Target Rate Surface to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=doors, group_col_2=safety, target_col=class.",
+    "bindings": {
+      "group_col": "doors",
+      "group_col_2": "safety",
+      "target_col": "class",
+      "target_value": "acc",
+      "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": 0.0,
+      "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",
+      "group_col_2",
+      "target_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_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_f/c2/sql/v2q_c2_6484e37a786b6200.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_6484e37a786b6200",
+    "api_calls": 0,
+    "input_tokens": 13788,
+    "cached_input_tokens": 0,
+    "output_tokens": 250,
+    "total_tokens": 14038,
+    "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": 8307.35,
+    "sql_execution_elapsed_ms_total": 1.99,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/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_f/c2/artifacts/v2q_c2_6484e37a786b6200/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..20179f645356ddf55a69022bcb1b677de6c5e22b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:08:50.415336+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": 8307.35, "started_at": "2026-05-19T15:08:42.106896+00:00", "ended_at": "2026-05-19T15:08:50.414275+00:00", "prompt_metrics": {"chars": 5953, "bytes_utf8": 5953, "lines": 183, "estimated_tokens": null}, "response_metrics": {"chars": 392, "bytes_utf8": 392, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13788, "cached_input_tokens": 0, "output_tokens": 250, "reasoning_output_tokens": 137}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"doors\\\", \\\"safety\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'acc' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\", \\\"safety\\\"\\nORDER BY \\\"target_rate\\\" DESC;\",\"notes\":\"Applied the Two-Axis Target Rate Surface template with doors and safety as grouping axes, measuring the proportion of rows where class = 'acc'.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd24f3a49a3b31519a0ba63d85ae7207e1058d3f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_6484e37a786b6200",
+  "api_calls": 0,
+  "input_tokens": 13788,
+  "cached_input_tokens": 0,
+  "output_tokens": 250,
+  "total_tokens": 14038,
+  "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": 8307.35,
+  "sql_execution_elapsed_ms_total": 1.99,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6484e37a786b6200/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_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ad6dd31a4b976f94a349ccc86162ce1de4406103
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5843, "bytes_utf8": 5843, "lines": 182, "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": 374, "bytes_utf8": 374, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13735, "cached_input_tokens": 12672, "output_tokens": 238, "reasoning_output_tokens": 135}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..05a7e26016b14e596dbdb7102e43bdb0a4510cda
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_64ca8af85f1af45f",
+    "api_calls": 0,
+    "input_tokens": 13735,
+    "cached_input_tokens": 12672,
+    "output_tokens": 238,
+    "total_tokens": 13973,
+    "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": 11617.88,
+    "sql_execution_elapsed_ms_total": 0.8,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/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_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed1f98f12f956f31acef179dbc580f1d4e5f0cc4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/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": "2026-05-19T15:13:13.025469+00:00",
+  "ended_at": "2026-05-19T15:13:24.643379+00:00",
+  "elapsed_ms": 11617.88,
+  "prompt_metrics": {
+    "chars": 5843,
+    "bytes_utf8": 5843,
+    "lines": 182,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 722,
+    "bytes_utf8": 722,
+    "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": 374,
+      "bytes_utf8": 374,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13735,
+      "cached_input_tokens": 12672,
+      "output_tokens": 238,
+      "reasoning_output_tokens": 135
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..dfc6e7df934c7a32f20e5b590c4c83278171f0da
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,182 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role filtered_stable_view. Focus on group_col=maint.",
+  "planned_template_id": "tpl_clickbench_filtered_topk_group_count",
+  "bindings": {
+    "group_col": "maint",
+    "predicate_col": "maint",
+    "predicate_op": "=",
+    "predicate_value": "low",
+    "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": 0.0,
+    "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 support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b159f6abf2ff0fbfa2b7aa9a46a49039814c0a2c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cc-543d-7472-a5ef-a3685efbfda7"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"maint\\\", COUNT(*) AS support\\nFROM \\\"c2\\\"\\nWHERE \\\"maint\\\" = 'low'\\nGROUP BY \\\"maint\\\"\\nORDER BY support DESC\\nLIMIT 13;\",\"notes\":\"Applied the provided Filtered Top-k Group Count template with fixed bindings: group_col=maint, predicate_col=maint, predicate_op='=', predicate_value='low', top_k=13.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13735,"cached_input_tokens":12672,"output_tokens":238,"reasoning_output_tokens":135}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..37d20a31b230c0bf5c0f4c3e764a22bafa60d4d2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_topk_group_count\nSELECT \"maint\", COUNT(*) AS support\nFROM \"c2\"\nWHERE \"maint\" = 'low'\nGROUP BY \"maint\"\nORDER BY support DESC\nLIMIT 13;","notes":"Applied the provided Filtered Top-k Group Count template with fixed bindings: group_col=maint, predicate_col=maint, predicate_op='=', predicate_value='low', top_k=13."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_64ca8af85f1af45f/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..62a343a7e2f99e94cb9040d93430d0dbbce7c8e8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5777, "bytes_utf8": 5777, "lines": 180, "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": 463, "bytes_utf8": 463, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13712, "cached_input_tokens": 0, "output_tokens": 330, "reasoning_output_tokens": 215}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..0bc50936f0e6fed7ad23e560d2b97031e9471505
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_6586b56807baa09c",
+    "api_calls": 0,
+    "input_tokens": 13712,
+    "cached_input_tokens": 0,
+    "output_tokens": 330,
+    "total_tokens": 14042,
+    "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": 10185.83,
+    "sql_execution_elapsed_ms_total": 0.96,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/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_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..55ce7c7ea4b5cb8e82d07678d19ee80c273dea23
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/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": "2026-05-19T14:52:06.264770+00:00",
+  "ended_at": "2026-05-19T14:52:16.450623+00:00",
+  "elapsed_ms": 10185.83,
+  "prompt_metrics": {
+    "chars": 5777,
+    "bytes_utf8": 5777,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 826,
+    "bytes_utf8": 826,
+    "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": 463,
+      "bytes_utf8": 463,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13712,
+      "cached_input_tokens": 0,
+      "output_tokens": 330,
+      "reasoning_output_tokens": 215
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7dcba308e9bc5165b718543dee5e78a3d0ce26ef
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_distinct_topk",
+    "template_name": "Top-k Groups by Distinct Entity Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Top-k Groups by Distinct Entity Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=persons.",
+  "planned_template_id": "tpl_clickbench_group_distinct_topk",
+  "bindings": {
+    "group_col": "persons",
+    "entity_col": "persons",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8bd7438da4801937a18064462ca210a9cc8a8989
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40b9-0001-75e1-8831-dec61821fc28"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_distinct_topk\\nSELECT \\\"persons\\\", COUNT(DISTINCT \\\"persons\\\") AS \\\"distinct_entities\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\"\\nORDER BY \\\"distinct_entities\\\" DESC\\nLIMIT 13;\",\"notes\":\"Applied the required template exactly with group_col=\\\"persons\\\" and entity_col=\\\"persons\\\" on the single table \\\"c2\\\". Because the grouping column and distinct-count column are the same, each group's distinct_entities value will be 1.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13712,"cached_input_tokens":0,"output_tokens":330,"reasoning_output_tokens":215}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7201926bb72086a3129c5537fc8c9326a16d5c38
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_distinct_topk\nSELECT \"persons\", COUNT(DISTINCT \"persons\") AS \"distinct_entities\"\nFROM \"c2\"\nGROUP BY \"persons\"\nORDER BY \"distinct_entities\" DESC\nLIMIT 13;","notes":"Applied the required template exactly with group_col=\"persons\" and entity_col=\"persons\" on the single table \"c2\". Because the grouping column and distinct-count column are the same, each group's distinct_entities value will be 1."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6586b56807baa09c/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ba7940b28032664b4f4c3fa9816fafa50c398345
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5760, "bytes_utf8": 5760, "lines": 180, "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": 356, "bytes_utf8": 356, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13730, "cached_input_tokens": 12672, "output_tokens": 202, "reasoning_output_tokens": 105}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..529b539a22ef8a42fe9ef32bb8f198f00541c651
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_670a25e2395cf5c5",
+    "api_calls": 0,
+    "input_tokens": 13730,
+    "cached_input_tokens": 12672,
+    "output_tokens": 202,
+    "total_tokens": 13932,
+    "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": 8882.6,
+    "sql_execution_elapsed_ms_total": 1.87,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/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_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d9289621a0b970b81d9b7fb34719d22b6fd221ed
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/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": "2026-05-19T15:15:31.574579+00:00",
+  "ended_at": "2026-05-19T15:15:40.457203+00:00",
+  "elapsed_ms": 8882.6,
+  "prompt_metrics": {
+    "chars": 5760,
+    "bytes_utf8": 5760,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 715,
+    "bytes_utf8": 715,
+    "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": 356,
+      "bytes_utf8": 356,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13730,
+      "cached_input_tokens": 12672,
+      "output_tokens": 202,
+      "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_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a9d393fb606a97c73afc19254f0c5da8045bdcb9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_two_dimensional_topk_count",
+    "template_name": "Two-Dimensional Top-k Count",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "group_col_2"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Dimensional Top-k Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=buying, group_col_2=maint.",
+  "planned_template_id": "tpl_clickbench_two_dimensional_topk_count",
+  "bindings": {
+    "group_col": "buying",
+    "group_col_2": "maint",
+    "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": 0.0,
+    "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 support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..bd35ed41463eb5ce1ac047cbe07149dba627e034
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ce-717f-7ff3-8337-b8b1e9789d65"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_two_dimensional_topk_count\\nSELECT \\\"buying\\\", \\\"maint\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\", \\\"maint\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 11;\",\"notes\":\"Counts rows for each (buying, maint) subgroup and returns the top 11 combinations by support, following the specified template and bindings.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13730,"cached_input_tokens":12672,"output_tokens":202,"reasoning_output_tokens":105}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..04338942677d02520b91f12d3312970892c9e178
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_two_dimensional_topk_count\nSELECT \"buying\", \"maint\", COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"buying\", \"maint\"\nORDER BY \"support\" DESC\nLIMIT 11;","notes":"Counts rows for each (buying, maint) subgroup and returns the top 11 combinations by support, following the specified template and bindings."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_670a25e2395cf5c5/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..dfd483aa933db3a26c80569bef330b2cd718e31b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5850, "bytes_utf8": 5850, "lines": 182, "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": 331, "bytes_utf8": 331, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13735, "cached_input_tokens": 12672, "output_tokens": 275, "reasoning_output_tokens": 181}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb358401bb48ef8da08fc7720589ed9f561a7397
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_68adfd18ad313c62",
+    "api_calls": 0,
+    "input_tokens": 13735,
+    "cached_input_tokens": 12672,
+    "output_tokens": 275,
+    "total_tokens": 14010,
+    "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": 7961.66,
+    "sql_execution_elapsed_ms_total": 1.19,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/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_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..49926fa6afca7ed3ad29eca04fdc3681f51d0e5e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/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": "2026-05-19T15:12:07.501376+00:00",
+  "ended_at": "2026-05-19T15:12:15.463071+00:00",
+  "elapsed_ms": 7961.66,
+  "prompt_metrics": {
+    "chars": 5850,
+    "bytes_utf8": 5850,
+    "lines": 182,
+    "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": 331,
+      "bytes_utf8": 331,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13735,
+      "cached_input_tokens": 12672,
+      "output_tokens": 275,
+      "reasoning_output_tokens": 181
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6ae85ca9f2f986e0ff485103fee760494a29a1dc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,182 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=lug_boot.",
+  "planned_template_id": "tpl_clickbench_filtered_topk_group_count",
+  "bindings": {
+    "group_col": "lug_boot",
+    "predicate_col": "maint",
+    "predicate_op": "=",
+    "predicate_value": "low",
+    "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": 0.0,
+    "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 support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b9e909f7eea4f5e85e118a533099a193826294ed
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cb-5448-7ac0-b1fc-115d9f0b8f5b"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"lug_boot\\\", COUNT(*) AS support\\nFROM \\\"c2\\\"\\nWHERE \\\"maint\\\" = 'low'\\nGROUP BY \\\"lug_boot\\\"\\nORDER BY support DESC\\nLIMIT 19;\",\"notes\":\"Applied the provided Filtered Top-k Group Count template with group_col=\\\"lug_boot\\\" and predicate \\\"maint\\\" = 'low'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13735,"cached_input_tokens":12672,"output_tokens":275,"reasoning_output_tokens":181}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..17b2072c7b388640c4d1de5b144d9df02b4c60f9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_topk_group_count\nSELECT \"lug_boot\", COUNT(*) AS support\nFROM \"c2\"\nWHERE \"maint\" = 'low'\nGROUP BY \"lug_boot\"\nORDER BY support DESC\nLIMIT 19;","notes":"Applied the provided Filtered Top-k Group Count template with group_col=\"lug_boot\" and predicate \"maint\" = 'low'."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_68adfd18ad313c62/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..99ed7b810688c74a2543189b3974fed61f0c334b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Two-Axis Target Rate Surface to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=doors, group_col_2=lug_boot, target_col=class.
+Result preview: [{"doors": "2", "lug_boot": "small", "target_rate": 0.875}, {"doors": "2", "lug_boot": "med", "target_rate": 0.75}, {"doors": "3", "lug_boot": "small", "target_rate": 0.75}, {"doors": "4", "lug_boot": "small", "target_rate": 0.75}, {"doors": "5more", "lug_boot": "small", "target_rate": 0.75}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..b790ea9ec53625933284132c79c4b914f6e17eaa
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_c2_two_dim_target_rate
+-- query_record_id: v2q_c2_69d12b173176d4c7
+-- problem_id: v2p_c2_63897384ea848c8d
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "doors", "lug_boot",
+       AVG(CASE WHEN "class" = 'unacc' THEN 1 ELSE 0 END) AS target_rate
+FROM "c2"
+GROUP BY "doors", "lug_boot"
+ORDER BY target_rate DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..59962facbf5bd1b00d820402a123a9c2730ee4ca
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/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_two_dim_target_rate\nSELECT \"doors\", \"lug_boot\",\n       AVG(CASE WHEN \"class\" = 'unacc' THEN 1 ELSE 0 END) AS target_rate\nFROM \"c2\"\nGROUP BY \"doors\", \"lug_boot\"\nORDER BY target_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"doors\\\", \\\"lug_boot\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS target_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\", \\\"lug_boot\\\"\\nORDER BY target_rate DESC;\", \"columns\": [\"doors\", \"lug_boot\", \"target_rate\"], \"rows\": [{\"doors\": \"2\", \"lug_boot\": \"small\", \"target_rate\": 0.875}, {\"doors\": \"2\", \"lug_boot\": \"med\", \"target_rate\": 0.75}, {\"doors\": \"3\", \"lug_boot\": \"small\", \"target_rate\": 0.75}, {\"doors\": \"4\", \"lug_boot\": \"small\", \"target_rate\": 0.75}, {\"doors\": \"5more\", \"lug_boot\": \"small\", \"target_rate\": 0.75}, {\"doors\": \"3\", \"lug_boot\": \"med\", \"target_rate\": 0.6944444444444444}, {\"doors\": \"2\", \"lug_boot\": \"big\", \"target_rate\": 0.6388888888888888}, {\"doors\": \"3\", \"lug_boot\": \"big\", \"target_rate\": 0.6388888888888888}, {\"doors\": \"4\", \"lug_boot\": \"big\", \"target_rate\": 0.6388888888888888}, {\"doors\": \"4\", \"lug_boot\": \"med\", \"target_rate\": 0.6388888888888888}, {\"doors\": \"5more\", \"lug_boot\": \"big\", \"target_rate\": 0.6388888888888888}, {\"doors\": \"5more\", \"lug_boot\": \"med\", \"target_rate\": 0.6388888888888888}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.41}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..dcbe7e0f2eac2ceee686fa9bec05d96bea7bfa19
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:08:08.469840+00:00",
+  "ended_at": "2026-05-19T15:08:18.983389+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_69d12b173176d4c7",
+    "problem_id": "v2p_c2_63897384ea848c8d",
+    "dataset_id": "c2",
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "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 Two-Axis Target Rate Surface to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=doors, group_col_2=lug_boot, target_col=class.",
+    "bindings": {
+      "group_col": "doors",
+      "group_col_2": "lug_boot",
+      "target_col": "class",
+      "target_value": "unacc",
+      "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": 0.0,
+      "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",
+      "group_col_2",
+      "target_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_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_f/c2/sql/v2q_c2_69d12b173176d4c7.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_69d12b173176d4c7",
+    "api_calls": 0,
+    "input_tokens": 13790,
+    "cached_input_tokens": 12672,
+    "output_tokens": 426,
+    "total_tokens": 14216,
+    "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": 10505.94,
+    "sql_execution_elapsed_ms_total": 2.41,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/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_f/c2/artifacts/v2q_c2_69d12b173176d4c7/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..3a3d9177897d64940bf15ff617e7a5efad9c1751
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:08:18.978692+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": 10505.94, "started_at": "2026-05-19T15:08:08.471458+00:00", "ended_at": "2026-05-19T15:08:18.977436+00:00", "prompt_metrics": {"chars": 5966, "bytes_utf8": 5966, "lines": 183, "estimated_tokens": null}, "response_metrics": {"chars": 411, "bytes_utf8": 411, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13790, "cached_input_tokens": 12672, "output_tokens": 426, "reasoning_output_tokens": 310}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"doors\\\", \\\"lug_boot\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS target_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\", \\\"lug_boot\\\"\\nORDER BY target_rate DESC;\",\"notes\":\"Applies the Two-Axis Target Rate Surface template using doors and lug_boot as grouping axes, and computes the within-group proportion of rows where class = 'unacc'.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..171b0ca86fa46ad40bf07986fc93f1d62981dbdd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_69d12b173176d4c7",
+  "api_calls": 0,
+  "input_tokens": 13790,
+  "cached_input_tokens": 12672,
+  "output_tokens": 426,
+  "total_tokens": 14216,
+  "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": 10505.94,
+  "sql_execution_elapsed_ms_total": 2.41,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_69d12b173176d4c7/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_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f1cbd813d6d042219e1e3ad071b077059be71253
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5995, "bytes_utf8": 5995, "lines": 184, "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": 13769, "cached_input_tokens": 12672, "output_tokens": 331, "reasoning_output_tokens": 193}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..c3110036393dbeaf63fda2ccb0385760b49c769e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_6a8350a64d22cf3d",
+    "api_calls": 0,
+    "input_tokens": 13769,
+    "cached_input_tokens": 12672,
+    "output_tokens": 331,
+    "total_tokens": 14100,
+    "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": 8769.99,
+    "sql_execution_elapsed_ms_total": 1.0,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/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_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d33967c718b01aa89642c146689575c29897b758
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/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": "2026-05-19T15:17:00.653780+00:00",
+  "ended_at": "2026-05-19T15:17:09.423798+00:00",
+  "elapsed_ms": 8769.99,
+  "prompt_metrics": {
+    "chars": 5995,
+    "bytes_utf8": 5995,
+    "lines": 184,
+    "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": 543,
+      "bytes_utf8": 543,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13769,
+      "cached_input_tokens": 12672,
+      "output_tokens": 331,
+      "reasoning_output_tokens": 193
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5aa0b50dc3e8fa3596941957fb17811e3ad7b4de
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_distinct_topk",
+    "template_name": "Filtered Top-k Distinct Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Distinct Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=lug_boot.",
+  "planned_template_id": "tpl_clickbench_filtered_distinct_topk",
+  "bindings": {
+    "group_col": "lug_boot",
+    "predicate_col": "lug_boot",
+    "predicate_op": "=",
+    "predicate_value": "small",
+    "entity_col": "lug_boot",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..086fe22b97011f99e0a0ce12c9f763b89fdcfd4c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cf-cd77-7ee2-85a4-f458c5149841"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_distinct_topk\\nSELECT \\\"lug_boot\\\", COUNT(DISTINCT \\\"lug_boot\\\") AS distinct_entities\\nFROM \\\"c2\\\"\\nWHERE \\\"lug_boot\\\" = 'small'\\nGROUP BY \\\"lug_boot\\\"\\nORDER BY distinct_entities DESC\\nLIMIT 12;\",\"notes\":\"Uses the required template and fixed bindings exactly as provided. Because group_col, entity_col, and predicate_col are all bound to \\\"lug_boot\\\" with filter value 'small', the result is a degenerate single-group query where COUNT(DISTINCT \\\"lug_boot\\\") will be 1 for the matching group.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13769,"cached_input_tokens":12672,"output_tokens":331,"reasoning_output_tokens":193}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1f6093d6c74f0d021068f5ac4f88a6e25228ba99
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_distinct_topk\nSELECT \"lug_boot\", COUNT(DISTINCT \"lug_boot\") AS distinct_entities\nFROM \"c2\"\nWHERE \"lug_boot\" = 'small'\nGROUP BY \"lug_boot\"\nORDER BY distinct_entities DESC\nLIMIT 12;","notes":"Uses the required template and fixed bindings exactly as provided. Because group_col, entity_col, and predicate_col are all bound to \"lug_boot\" with filter value 'small', the result is a degenerate single-group query where COUNT(DISTINCT \"lug_boot\") will be 1 for the matching group."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6a8350a64d22cf3d/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..73f8f557bfc79fb063625de44d10a30a819efb37
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5963, "bytes_utf8": 5963, "lines": 183, "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": 425, "bytes_utf8": 425, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13790, "cached_input_tokens": 12672, "output_tokens": 309, "reasoning_output_tokens": 190}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..5dc360fd81ae0ccbc17ce4f439a1905cd9db9af3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_6ee86135b8ef1979",
+    "api_calls": 0,
+    "input_tokens": 13790,
+    "cached_input_tokens": 12672,
+    "output_tokens": 309,
+    "total_tokens": 14099,
+    "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": 8930.95,
+    "sql_execution_elapsed_ms_total": 1.97,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/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_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..a72a52ba4740cc785383618c43ffbc1e27f37881
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/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": "2026-05-19T15:09:29.269463+00:00",
+  "ended_at": "2026-05-19T15:09:38.200451+00:00",
+  "elapsed_ms": 8930.95,
+  "prompt_metrics": {
+    "chars": 5963,
+    "bytes_utf8": 5963,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 788,
+    "bytes_utf8": 788,
+    "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": 425,
+      "bytes_utf8": 425,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13790,
+      "cached_input_tokens": 12672,
+      "output_tokens": 309,
+      "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_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f0751e08247167832cb21e337802b729a6f85a65
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Axis Target Rate Surface to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=persons, group_col_2=lug_boot, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "persons",
+    "group_col_2": "lug_boot",
+    "target_col": "class",
+    "target_value": "vgood",
+    "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": 0.0,
+    "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},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..de506f59a6f0f9d893c33ac13bb0e76057641ef2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c8-ea36-7752-9c22-b057d8c664f2"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"persons\\\", \\\"lug_boot\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'vgood' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\", \\\"lug_boot\\\"\\nORDER BY \\\"target_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows with class='vgood' for each persons-by-lug_boot combination, following the planned Two-Axis Target Rate Surface template.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13790,"cached_input_tokens":12672,"output_tokens":309,"reasoning_output_tokens":190}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9ff31927daf5132f93fc58bacbdb3d1b3cf7b52a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate\nSELECT \"persons\", \"lug_boot\",\n       AVG(CASE WHEN \"class\" = 'vgood' THEN 1 ELSE 0 END) AS \"target_rate\"\nFROM \"c2\"\nGROUP BY \"persons\", \"lug_boot\"\nORDER BY \"target_rate\" DESC;","notes":"Computes the within-group proportion of rows with class='vgood' for each persons-by-lug_boot combination, following the planned Two-Axis Target Rate Surface template."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6ee86135b8ef1979/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..e9b5a09ebec65de7ab8dc4f2900ae5cd5d25a705
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5570, "bytes_utf8": 5570, "lines": 178, "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": 264, "bytes_utf8": 264, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13661, "cached_input_tokens": 0, "output_tokens": 158, "reasoning_output_tokens": 84}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..1ea6be92108e7305730f9ababf31b30954e264f2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_6fa7a60a0a6f5d78",
+    "api_calls": 0,
+    "input_tokens": 13661,
+    "cached_input_tokens": 0,
+    "output_tokens": 158,
+    "total_tokens": 13819,
+    "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": 6548.92,
+    "sql_execution_elapsed_ms_total": 1.08,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/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_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b1466a052f4b488d9c99f66aa5db09f2813386f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/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": "2026-05-19T14:53:57.246985+00:00",
+  "ended_at": "2026-05-19T14:54:03.795954+00:00",
+  "elapsed_ms": 6548.92,
+  "prompt_metrics": {
+    "chars": 5570,
+    "bytes_utf8": 5570,
+    "lines": 178,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 609,
+    "bytes_utf8": 609,
+    "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": 264,
+      "bytes_utf8": 264,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13661,
+      "cached_input_tokens": 0,
+      "output_tokens": 158,
+      "reasoning_output_tokens": 84
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b4226ab845e163d553b2101bc090b04edee62b9b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,178 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=doors.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "doors",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2c54fae5a4c8e3ce9b6ddcdbbf46b396a4ff9ef2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ba-b187-7263-ade5-b35a948e7bfc"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"doors\\\", COUNT(*) AS row_count\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the planned grouped-count template with group_col bound to \\\"doors\\\" on the single table \\\"c2\\\".\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13661,"cached_input_tokens":0,"output_tokens":158,"reasoning_output_tokens":84}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fc63e293bac202a183dbfee7bcbf47fdefe132e1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"doors\", COUNT(*) AS row_count\nFROM \"c2\"\nGROUP BY \"doors\"\nORDER BY row_count DESC;","notes":"Uses the planned grouped-count template with group_col bound to \"doors\" on the single table \"c2\"."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_6fa7a60a0a6f5d78/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d272fc6e346f3e791016591d04353ca8e1d21f60
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=doors.
+Result preview: [{"doors": "4", "support": 432}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..0d9c51e9b9a05abb0e5b364d36898d3a05f689b5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/generated_sql.sql
@@ -0,0 +1,19 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: subgroup_structure
+-- canonical_subitem_id: subgroup_size_stability
+-- intended_facet_id: subgroup_distribution_shift
+-- variant_semantic_role: count_distribution
+-- template_id: tpl_clickbench_filtered_topk_group_count
+-- query_record_id: v2q_c2_715a81ab8e5ed156
+-- problem_id: v2p_c2_4665287300c9a8d0
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "doors", COUNT(*) AS support
+FROM "c2"
+WHERE "doors" = '4'
+GROUP BY "doors"
+ORDER BY support DESC
+LIMIT 14;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0250adc7ef984b3abdfdba0cb7cfbeca9af4af20
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/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_clickbench_filtered_topk_group_count\nSELECT \"doors\", COUNT(*) AS support\nFROM \"c2\"\nWHERE \"doors\" = '4'\nGROUP BY \"doors\"\nORDER BY support DESC\nLIMIT 14;", "result": "{\"query\": \"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"doors\\\", COUNT(*) AS support\\nFROM \\\"c2\\\"\\nWHERE \\\"doors\\\" = '4'\\nGROUP BY \\\"doors\\\"\\nORDER BY support DESC\\nLIMIT 14;\", \"columns\": [\"doors\", \"support\"], \"rows\": [{\"doors\": \"4\", \"support\": 432}], \"row_count_returned\": 1, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 0.64}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..0d4d8f19418d6c798125632f88f4a023605fcd80
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/run_manifest.json
@@ -0,0 +1,91 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:13:33.163343+00:00",
+  "ended_at": "2026-05-19T15:13:42.383322+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_715a81ab8e5ed156",
+    "problem_id": "v2p_c2_4665287300c9a8d0",
+    "dataset_id": "c2",
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "family_id": "subgroup_structure",
+    "canonical_subitem_id": "subgroup_size_stability",
+    "intended_facet_id": "subgroup_distribution_shift",
+    "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 Top-k Group Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=doors.",
+    "bindings": {
+      "group_col": "doors",
+      "predicate_col": "doors",
+      "predicate_op": "=",
+      "predicate_value": "4",
+      "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": 0.0,
+      "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",
+      "predicate_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=subgroup_distribution_shift",
+      "template_selection_mode=rule",
+      "problem_index_within_template=7",
+      "sql_variant_index=1/2",
+      "binding_index=114"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 10,
+    "problem_index_within_template": 7,
+    "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_f/c2/sql/v2q_c2_715a81ab8e5ed156.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_715a81ab8e5ed156",
+    "api_calls": 0,
+    "input_tokens": 13733,
+    "cached_input_tokens": 12672,
+    "output_tokens": 313,
+    "total_tokens": 14046,
+    "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": 9214.45,
+    "sql_execution_elapsed_ms_total": 0.64,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/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_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..e10618082cf01356f0a569f3d32af85eaf1b5b2d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:13:42.380725+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": 9214.45, "started_at": "2026-05-19T15:13:33.164892+00:00", "ended_at": "2026-05-19T15:13:42.379382+00:00", "prompt_metrics": {"chars": 5840, "bytes_utf8": 5840, "lines": 182, "estimated_tokens": null}, "response_metrics": {"chars": 370, "bytes_utf8": 370, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13733, "cached_input_tokens": 12672, "output_tokens": 313, "reasoning_output_tokens": 212}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"doors\\\", COUNT(*) AS support\\nFROM \\\"c2\\\"\\nWHERE \\\"doors\\\" = '4'\\nGROUP BY \\\"doors\\\"\\nORDER BY support DESC\\nLIMIT 14;\",\"notes\":\"Applied the provided Filtered Top-k Group Count template with both group_col and predicate_col bound to \\\"doors\\\", using the fixed predicate value '4' and top_k 14.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..259cefee75f46e7c45d833d779dfd15ba8253d45
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_715a81ab8e5ed156",
+  "api_calls": 0,
+  "input_tokens": 13733,
+  "cached_input_tokens": 12672,
+  "output_tokens": 313,
+  "total_tokens": 14046,
+  "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": 9214.45,
+  "sql_execution_elapsed_ms_total": 0.64,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_715a81ab8e5ed156/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_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2759e3673e4f3ea1ff7377ee3bed1cc2c57ee8e2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5827, "bytes_utf8": 5827, "lines": 180, "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": 365, "bytes_utf8": 365, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13766, "cached_input_tokens": 12672, "output_tokens": 200, "reasoning_output_tokens": 89}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..5909fca6c72644b63bcaa87a032076f7fdf968ed
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_76f56b7bcf0505b3",
+    "api_calls": 0,
+    "input_tokens": 13766,
+    "cached_input_tokens": 12672,
+    "output_tokens": 200,
+    "total_tokens": 13966,
+    "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": 6688.75,
+    "sql_execution_elapsed_ms_total": 2.67,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/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_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..59c097830ffc8a1b561d811f36e3934e93e0b8f9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/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": "2026-05-19T15:03:18.236484+00:00",
+  "ended_at": "2026-05-19T15:03:24.925256+00:00",
+  "elapsed_ms": 6688.75,
+  "prompt_metrics": {
+    "chars": 5827,
+    "bytes_utf8": 5827,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 738,
+    "bytes_utf8": 738,
+    "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": 365,
+      "bytes_utf8": 365,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13766,
+      "cached_input_tokens": 12672,
+      "output_tokens": 200,
+      "reasoning_output_tokens": 89
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..cd8a9a835a340d0c890444d3298810eba60b23e9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_pairwise_sparse_slice_v2",
+    "template_name": "Pairwise Sparse Slice Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "group_col_2"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Pairwise Sparse Slice Count to probe tail_set_consistency with semantic role filtered_stable_view. Focus on group_col=maint, group_col_2=safety.",
+  "planned_template_id": "tpl_tail_pairwise_sparse_slice_v2",
+  "bindings": {
+    "group_col": "maint",
+    "group_col_2": "safety",
+    "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": 0.0,
+    "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    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..65f1a8229f5201dad7f59c47d91c25c58a38524c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c3-40bb-70c0-8d59-9844d072f71c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_pairwise_sparse_slice_v2\\nSELECT\\n  \\\"maint\\\",\\n  \\\"safety\\\",\\n  COUNT(*) AS support\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\", \\\"safety\\\"\\nORDER BY support ASC, \\\"maint\\\", \\\"safety\\\"\\nLIMIT 17;\",\"notes\":\"Uses the required Pairwise Sparse Slice Count template with group_col=\\\"maint\\\" and group_col_2=\\\"safety\\\" on the single table \\\"c2\\\".\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13766,"cached_input_tokens":12672,"output_tokens":200,"reasoning_output_tokens":89}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f8ea4de7d71d825013f4aaf9358cc598db3b7dc1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_pairwise_sparse_slice_v2\nSELECT\n  \"maint\",\n  \"safety\",\n  COUNT(*) AS support\nFROM \"c2\"\nGROUP BY \"maint\", \"safety\"\nORDER BY support ASC, \"maint\", \"safety\"\nLIMIT 17;","notes":"Uses the required Pairwise Sparse Slice Count template with group_col=\"maint\" and group_col_2=\"safety\" on the single table \"c2\"."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_76f56b7bcf0505b3/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..e531b87641c64b45f489ce158e0f24ebef861953
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5898, "bytes_utf8": 5898, "lines": 183, "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": 555, "bytes_utf8": 555, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13747, "cached_input_tokens": 12672, "output_tokens": 380, "reasoning_output_tokens": 239}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..1977e14ec358b2e9b82fbe799c22792947de125a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_7752dfc16b37af42",
+    "api_calls": 0,
+    "input_tokens": 13747,
+    "cached_input_tokens": 12672,
+    "output_tokens": 380,
+    "total_tokens": 14127,
+    "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": 9602.04,
+    "sql_execution_elapsed_ms_total": 0.92,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/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_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e988830018bea13b67ae2a47cce52473a5b4ac4a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/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": "2026-05-19T14:56:15.142839+00:00",
+  "ended_at": "2026-05-19T14:56:24.744904+00:00",
+  "elapsed_ms": 9602.04,
+  "prompt_metrics": {
+    "chars": 5898,
+    "bytes_utf8": 5898,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 918,
+    "bytes_utf8": 918,
+    "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": 555,
+      "bytes_utf8": 555,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13747,
+      "cached_input_tokens": 12672,
+      "output_tokens": 380,
+      "reasoning_output_tokens": 239
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a49db358ade9fd98b1a157b2f560cbc9e2590c15
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=maint, condition_col=maint.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "maint",
+    "condition_col": "maint",
+    "condition_value": "high",
+    "positive_value": "high",
+    "negative_value": "low",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0b56ffd8c79cca124e23994d0a3bcb27a2935a29
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bc-cc10-7f92-bf3b-ae9b595ce18d"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"maint\\\",\\n       AVG(CASE WHEN \\\"maint\\\" = 'high' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the required template with group_col and condition_col both bound to \\\"maint\\\" and condition_value bound to 'high'. Because the grouping column and condition column are the same, this probes a tautological direction-consistency pattern: the \\\"high\\\" group will have rate 1 and all other maint groups will have rate 0.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13747,"cached_input_tokens":12672,"output_tokens":380,"reasoning_output_tokens":239}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c2b4b34a274277054d00b5d96685ab0779ad28bf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"maint\",\n       AVG(CASE WHEN \"maint\" = 'high' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"c2\"\nGROUP BY \"maint\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the required template with group_col and condition_col both bound to \"maint\" and condition_value bound to 'high'. Because the grouping column and condition column are the same, this probes a tautological direction-consistency pattern: the \"high\" group will have rate 1 and all other maint groups will have rate 0."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7752dfc16b37af42/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9cba7a438d196582fba0a003816cfc9ad35c5841
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role filtered_stable_view. Focus on group_col=persons.
+Result preview: [{"persons": "4", "support": 576}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..a6a61cc3871b70596ca82ef92a67f41d377bf36a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/generated_sql.sql
@@ -0,0 +1,19 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: subgroup_structure
+-- canonical_subitem_id: subgroup_size_stability
+-- intended_facet_id: subgroup_distribution_shift
+-- variant_semantic_role: filtered_stable_view
+-- template_id: tpl_clickbench_filtered_topk_group_count
+-- query_record_id: v2q_c2_7930687490977231
+-- problem_id: v2p_c2_73f532eea1fc43a4
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "persons", COUNT(*) AS "support"
+FROM "c2"
+WHERE "persons" = '4'
+GROUP BY "persons"
+ORDER BY "support" DESC
+LIMIT 10;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7cd58076aea85ad0bbd85e9485998eba2ee9ad7f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/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_clickbench_filtered_topk_group_count\nSELECT \"persons\", COUNT(*) AS \"support\"\nFROM \"c2\"\nWHERE \"persons\" = '4'\nGROUP BY \"persons\"\nORDER BY \"support\" DESC\nLIMIT 10;", "result": "{\"query\": \"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"persons\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"persons\\\" = '4'\\nGROUP BY \\\"persons\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 10;\", \"columns\": [\"persons\", \"support\"], \"rows\": [{\"persons\": \"4\", \"support\": 576}], \"row_count_returned\": 1, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 0.55}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..9eee2068f6e0f76273de11ac36d6503812e26cce
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/run_manifest.json
@@ -0,0 +1,91 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:13:50.814866+00:00",
+  "ended_at": "2026-05-19T15:14:07.791612+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_7930687490977231",
+    "problem_id": "v2p_c2_73f532eea1fc43a4",
+    "dataset_id": "c2",
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "family_id": "subgroup_structure",
+    "canonical_subitem_id": "subgroup_size_stability",
+    "intended_facet_id": "subgroup_distribution_shift",
+    "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 Filtered Top-k Group Count to probe subgroup_size_stability with semantic role filtered_stable_view. Focus on group_col=persons.",
+    "bindings": {
+      "group_col": "persons",
+      "predicate_col": "persons",
+      "predicate_op": "=",
+      "predicate_value": "4",
+      "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": 0.0,
+      "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",
+      "predicate_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=subgroup_distribution_shift",
+      "template_selection_mode=rule",
+      "problem_index_within_template=8",
+      "sql_variant_index=1/2",
+      "binding_index=115"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 10,
+    "problem_index_within_template": 8,
+    "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_f/c2/sql/v2q_c2_7930687490977231.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_7930687490977231",
+    "api_calls": 0,
+    "input_tokens": 13735,
+    "cached_input_tokens": 12672,
+    "output_tokens": 359,
+    "total_tokens": 14094,
+    "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": 16972.94,
+    "sql_execution_elapsed_ms_total": 0.55,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/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_f/c2/artifacts/v2q_c2_7930687490977231/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..fedbf430e467f11d8ecb250dac4f27e62db9773d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:14:07.789835+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": 16972.94, "started_at": "2026-05-19T15:13:50.816062+00:00", "ended_at": "2026-05-19T15:14:07.789040+00:00", "prompt_metrics": {"chars": 5847, "bytes_utf8": 5847, "lines": 182, "estimated_tokens": null}, "response_metrics": {"chars": 353, "bytes_utf8": 353, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13735, "cached_input_tokens": 12672, "output_tokens": 359, "reasoning_output_tokens": 262}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"persons\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"persons\\\" = '4'\\nGROUP BY \\\"persons\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 10;\",\"notes\":\"Uses the required Filtered Top-k Group Count template with both group and filter bound to \\\"persons\\\", filtering to the category '4'.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..74ce572c01b3295cb53ae3c5715d869b6c4a9431
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_7930687490977231",
+  "api_calls": 0,
+  "input_tokens": 13735,
+  "cached_input_tokens": 12672,
+  "output_tokens": 359,
+  "total_tokens": 14094,
+  "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": 16972.94,
+  "sql_execution_elapsed_ms_total": 0.55,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7930687490977231/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_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..3c65ff7b0170af75e840676a954e087d8becc65a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5846, "bytes_utf8": 5846, "lines": 182, "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": 389, "bytes_utf8": 389, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13733, "cached_input_tokens": 12672, "output_tokens": 251, "reasoning_output_tokens": 150}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f0e36420613fc46164cad093930b7256ca9a06c5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_7a41d81ac82f7a49",
+    "api_calls": 0,
+    "input_tokens": 13733,
+    "cached_input_tokens": 12672,
+    "output_tokens": 251,
+    "total_tokens": 13984,
+    "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": 7735.62,
+    "sql_execution_elapsed_ms_total": 1.02,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/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_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d4a3cc28f85285656de632de00d531fde1186ca2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/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": "2026-05-19T15:11:42.352848+00:00",
+  "ended_at": "2026-05-19T15:11:50.088496+00:00",
+  "elapsed_ms": 7735.62,
+  "prompt_metrics": {
+    "chars": 5846,
+    "bytes_utf8": 5846,
+    "lines": 182,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 741,
+    "bytes_utf8": 741,
+    "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": 389,
+      "bytes_utf8": 389,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13733,
+      "cached_input_tokens": 12672,
+      "output_tokens": 251,
+      "reasoning_output_tokens": 150
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7bbc29d07fac053424c8d7fbe53a06165eb52067
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,182 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=persons.",
+  "planned_template_id": "tpl_clickbench_filtered_topk_group_count",
+  "bindings": {
+    "group_col": "persons",
+    "predicate_col": "persons",
+    "predicate_op": "=",
+    "predicate_value": "2",
+    "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": 0.0,
+    "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 support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3c06ce24df7be01b9cd57732aeb7a1885ab74d9d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ca-f225-7b51-9126-b6919ae2d4e8"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"persons\\\", COUNT(*) AS support\\nFROM \\\"c2\\\"\\nWHERE \\\"persons\\\" = '2'\\nGROUP BY \\\"persons\\\"\\nORDER BY support DESC\\nLIMIT 13;\",\"notes\":\"Applied the planned Filtered Top-k Group Count template with group_col and predicate_col both bound to \\\"persons\\\"; treated the categorical count-like value 2 as text in SQLite.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13733,"cached_input_tokens":12672,"output_tokens":251,"reasoning_output_tokens":150}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ecddc9a7fa4d92ebb716eaae2a26af632333bce5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_topk_group_count\nSELECT \"persons\", COUNT(*) AS support\nFROM \"c2\"\nWHERE \"persons\" = '2'\nGROUP BY \"persons\"\nORDER BY support DESC\nLIMIT 13;","notes":"Applied the planned Filtered Top-k Group Count template with group_col and predicate_col both bound to \"persons\"; treated the categorical count-like value 2 as text in SQLite."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7a41d81ac82f7a49/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..70114f26754a1c7c3cbad25e852393ea9a107d49
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5773, "bytes_utf8": 5773, "lines": 180, "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": 13712, "cached_input_tokens": 0, "output_tokens": 241, "reasoning_output_tokens": 138}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..80210755ac95076bdf17065ad80543918e1290ea
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_7ba643bbc207ad5e",
+    "api_calls": 0,
+    "input_tokens": 13712,
+    "cached_input_tokens": 0,
+    "output_tokens": 241,
+    "total_tokens": 13953,
+    "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": 8949.98,
+    "sql_execution_elapsed_ms_total": 0.98,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/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_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..b560e74f271a0f44ebf5be68c6a225b73b566d56
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/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": "2026-05-19T14:51:57.309459+00:00",
+  "ended_at": "2026-05-19T14:52:06.259478+00:00",
+  "elapsed_ms": 8949.98,
+  "prompt_metrics": {
+    "chars": 5773,
+    "bytes_utf8": 5773,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 766,
+    "bytes_utf8": 766,
+    "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": 419,
+      "bytes_utf8": 419,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13712,
+      "cached_input_tokens": 0,
+      "output_tokens": 241,
+      "reasoning_output_tokens": 138
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ac96b86f31d114c13fd062f28b581652c6b81121
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_distinct_topk",
+    "template_name": "Top-k Groups by Distinct Entity Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Top-k Groups by Distinct Entity Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=doors.",
+  "planned_template_id": "tpl_clickbench_group_distinct_topk",
+  "bindings": {
+    "group_col": "doors",
+    "entity_col": "doors",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ed0265be196943e5f6ba3ce8cbee3035d98cf980
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40b8-dced-7a13-ae99-63517c08e1e4"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_distinct_topk\\nSELECT \\\"doors\\\", COUNT(DISTINCT \\\"doors\\\") AS distinct_entities\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\"\\nORDER BY distinct_entities DESC\\nLIMIT 17;\",\"notes\":\"Used the required template with group_col and entity_col both bound to \\\"doors\\\" as provided. Because the distinct entity column matches the grouping column, each group's distinct_entities value will be 1.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13712,"cached_input_tokens":0,"output_tokens":241,"reasoning_output_tokens":138}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0f38c386c4ae71f699f077dfe03284bec40f8920
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_distinct_topk\nSELECT \"doors\", COUNT(DISTINCT \"doors\") AS distinct_entities\nFROM \"c2\"\nGROUP BY \"doors\"\nORDER BY distinct_entities DESC\nLIMIT 17;","notes":"Used the required template with group_col and entity_col both bound to \"doors\" as provided. Because the distinct entity column matches the grouping column, each group's distinct_entities value will be 1."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ba643bbc207ad5e/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..80a24215d20a115c4a76f989bc9e8f43c2eb59a7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5772, "bytes_utf8": 5772, "lines": 180, "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": 406, "bytes_utf8": 406, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13712, "cached_input_tokens": 0, "output_tokens": 476, "reasoning_output_tokens": 373}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..4e7486dffaacdd6c6ec00e30b7f35d476839d257
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_7cbc044a6ccc62cf",
+    "api_calls": 0,
+    "input_tokens": 13712,
+    "cached_input_tokens": 0,
+    "output_tokens": 476,
+    "total_tokens": 14188,
+    "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": 11166.23,
+    "sql_execution_elapsed_ms_total": 1.27,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/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_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..051bbe2e32abd891e3717f1f64d089d9969ad397
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/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": "2026-05-19T14:51:46.136526+00:00",
+  "ended_at": "2026-05-19T14:51:57.302797+00:00",
+  "elapsed_ms": 11166.23,
+  "prompt_metrics": {
+    "chars": 5772,
+    "bytes_utf8": 5772,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 761,
+    "bytes_utf8": 761,
+    "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": 406,
+      "bytes_utf8": 406,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13712,
+      "cached_input_tokens": 0,
+      "output_tokens": 476,
+      "reasoning_output_tokens": 373
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6a169e0238daeae6997f8526d09f7a8cf3b43ddd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_distinct_topk",
+    "template_name": "Top-k Groups by Distinct Entity Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Top-k Groups by Distinct Entity Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=doors.",
+  "planned_template_id": "tpl_clickbench_group_distinct_topk",
+  "bindings": {
+    "group_col": "doors",
+    "entity_col": "doors",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3fdc3d52a421320d37eba883b4f273bbf4073de4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40b8-b14e-7531-a8f8-5b9e38fc2e3a"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_distinct_topk\\nSELECT \\\"doors\\\", COUNT(DISTINCT \\\"doors\\\") AS \\\"distinct_entities\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\"\\nORDER BY \\\"distinct_entities\\\" DESC\\nLIMIT 12;\",\"notes\":\"Used the provided template exactly with \\\"doors\\\" as both the grouping column and the distinct entity column. This means each non-null door category will produce a distinct count of 1.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13712,"cached_input_tokens":0,"output_tokens":476,"reasoning_output_tokens":373}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3e46c8012c817505d3d4bee9c0cb90f1f92baef8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_distinct_topk\nSELECT \"doors\", COUNT(DISTINCT \"doors\") AS \"distinct_entities\"\nFROM \"c2\"\nGROUP BY \"doors\"\nORDER BY \"distinct_entities\" DESC\nLIMIT 12;","notes":"Used the provided template exactly with \"doors\" as both the grouping column and the distinct entity column. This means each non-null door category will produce a distinct count of 1."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7cbc044a6ccc62cf/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7fd9504f653688f120bdf873c61a920281f2b322
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5771, "bytes_utf8": 5771, "lines": 180, "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": 13712, "cached_input_tokens": 0, "output_tokens": 582, "reasoning_output_tokens": 451}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..79c407aa80b06c167ce5c399362e9977371ce182
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_7ddd722465feb9f3",
+    "api_calls": 0,
+    "input_tokens": 13712,
+    "cached_input_tokens": 0,
+    "output_tokens": 582,
+    "total_tokens": 14294,
+    "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": 12230.56,
+    "sql_execution_elapsed_ms_total": 1.49,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/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_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e209a4a065798bd2a4556cacf5c4b8db78eb8f97
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/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": "2026-05-19T14:51:33.898252+00:00",
+  "ended_at": "2026-05-19T14:51:46.128841+00:00",
+  "elapsed_ms": 12230.56,
+  "prompt_metrics": {
+    "chars": 5771,
+    "bytes_utf8": 5771,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 902,
+    "bytes_utf8": 902,
+    "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": 13712,
+      "cached_input_tokens": 0,
+      "output_tokens": 582,
+      "reasoning_output_tokens": 451
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..62f84b84292ef4df58f8f04162afd05da525492a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_distinct_topk",
+    "template_name": "Top-k Groups by Distinct Entity Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Top-k Groups by Distinct Entity Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=maint.",
+  "planned_template_id": "tpl_clickbench_group_distinct_topk",
+  "bindings": {
+    "group_col": "maint",
+    "entity_col": "maint",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..15ff29208e22e7b2df623682cfbf32a5f683fd4a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40b8-818b-7e20-9ef0-f4e87bf2e07c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_distinct_topk\\nSELECT \\\"maint\\\", COUNT(DISTINCT \\\"maint\\\") AS \\\"distinct_entities\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\"\\nORDER BY \\\"distinct_entities\\\" DESC\\nLIMIT 11;\",\"notes\":\"Applied the required template with group_col=\\\"maint\\\" and entity_col=\\\"maint\\\" exactly as bound. Since the distinct-counted column is the same as the grouping column, each non-NULL maint group will produce a distinct_entities value of 1, so this mainly lists the maint categories rather than separating them by coverage.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13712,"cached_input_tokens":0,"output_tokens":582,"reasoning_output_tokens":451}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6087e72ad168cc811ddaf58bf586217415f2970d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_distinct_topk\nSELECT \"maint\", COUNT(DISTINCT \"maint\") AS \"distinct_entities\"\nFROM \"c2\"\nGROUP BY \"maint\"\nORDER BY \"distinct_entities\" DESC\nLIMIT 11;","notes":"Applied the required template with group_col=\"maint\" and entity_col=\"maint\" exactly as bound. Since the distinct-counted column is the same as the grouping column, each non-NULL maint group will produce a distinct_entities value of 1, so this mainly lists the maint categories rather than separating them by coverage."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7ddd722465feb9f3/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..fc1c426a7a7f9be617ac84fb5f334ed99ab6d749
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5966, "bytes_utf8": 5966, "lines": 184, "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": 360, "bytes_utf8": 360, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13778, "cached_input_tokens": 12672, "output_tokens": 213, "reasoning_output_tokens": 113}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..0a1c76f38b4dc74e3c340e2c73fddfb397f687d1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_7e1fadc452c4024c",
+    "api_calls": 0,
+    "input_tokens": 13778,
+    "cached_input_tokens": 12672,
+    "output_tokens": 213,
+    "total_tokens": 13991,
+    "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": 6865.5,
+    "sql_execution_elapsed_ms_total": 0.71,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/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_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..0ab4d9e92c435b5fbf10127f67d7aeba963e7072
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/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": "2026-05-19T14:59:39.357031+00:00",
+  "ended_at": "2026-05-19T14:59:46.222555+00:00",
+  "elapsed_ms": 6865.5,
+  "prompt_metrics": {
+    "chars": 5966,
+    "bytes_utf8": 5966,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 723,
+    "bytes_utf8": 723,
+    "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": 360,
+      "bytes_utf8": 360,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13778,
+      "cached_input_tokens": 12672,
+      "output_tokens": 213,
+      "reasoning_output_tokens": 113
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..88aec432988c24d58701a0f8d1d181d77fa81f8b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=maint, group_col_2=persons.",
+  "planned_template_id": "tpl_c2_filtered_group_count_2d",
+  "bindings": {
+    "group_col": "maint",
+    "group_col_2": "persons",
+    "predicate_col": "buying",
+    "predicate_op": "=",
+    "predicate_value": "low",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..493d3c2529c746de311e52ca17d2217d9c4c2474
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bf-e9cc-76e2-8d5b-514207b3a986"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"maint\\\", \\\"persons\\\", COUNT(*) AS row_count\\nFROM \\\"c2\\\"\\nWHERE \\\"buying\\\" = 'low'\\nGROUP BY \\\"maint\\\", \\\"persons\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with group_col=\\\"maint\\\", group_col_2=\\\"persons\\\", and predicate buying='low'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13778,"cached_input_tokens":12672,"output_tokens":213,"reasoning_output_tokens":113}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4d198f0ae4355cfb4494d78d83d14259639c0681
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"maint\", \"persons\", COUNT(*) AS row_count\nFROM \"c2\"\nWHERE \"buying\" = 'low'\nGROUP BY \"maint\", \"persons\"\nORDER BY row_count DESC;","notes":"Uses the planned filtered two-dimensional group count template with group_col=\"maint\", group_col_2=\"persons\", and predicate buying='low'."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_7e1fadc452c4024c/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5488384366a97777f6745178ca03e52302d23359
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5916, "bytes_utf8": 5916, "lines": 183, "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": 478, "bytes_utf8": 478, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13750, "cached_input_tokens": 0, "output_tokens": 235, "reasoning_output_tokens": 105}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..90cff21ed24e5fd19c46ed369c02981df6a3cf4b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_81ab4b947c5f4f30",
+    "api_calls": 0,
+    "input_tokens": 13750,
+    "cached_input_tokens": 0,
+    "output_tokens": 235,
+    "total_tokens": 13985,
+    "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": 8087.61,
+    "sql_execution_elapsed_ms_total": 1.97,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/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_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..abf6c4298bfddb8007e70af75eb145f886b453a0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/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": "2026-05-19T14:55:18.848921+00:00",
+  "ended_at": "2026-05-19T14:55:26.936559+00:00",
+  "elapsed_ms": 8087.61,
+  "prompt_metrics": {
+    "chars": 5916,
+    "bytes_utf8": 5916,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 829,
+    "bytes_utf8": 829,
+    "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": 478,
+      "bytes_utf8": 478,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13750,
+      "cached_input_tokens": 0,
+      "output_tokens": 235,
+      "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_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b1234a310dfe72e4409ef8fbfa0c8602164ca507
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=safety, condition_col=safety.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "safety",
+    "condition_col": "safety",
+    "condition_value": "high",
+    "positive_value": "high",
+    "negative_value": "low",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..20908c02b9ecad0656025754762f45d26d95a1c7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bb-f04d-7ca0-9725-400a7864efd5"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"safety\\\",\\n       AVG(CASE WHEN \\\"safety\\\" = 'high' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"safety\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col and condition_col both bound to \\\"safety\\\" and condition_value='high'. This is a self-grouping probe, so the \\\"high\\\" group will have rate 1 and other safety groups will have rate 0.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13750,"cached_input_tokens":0,"output_tokens":235,"reasoning_output_tokens":105}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2266011adbed5c5f2f797381ef998ee71793da53
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"safety\",\n       AVG(CASE WHEN \"safety\" = 'high' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"c2\"\nGROUP BY \"safety\"\nORDER BY condition_rate DESC;","notes":"Applied the provided Grouped Condition Rate template with group_col and condition_col both bound to \"safety\" and condition_value='high'. This is a self-grouping probe, so the \"high\" group will have rate 1 and other safety groups will have rate 0."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_81ab4b947c5f4f30/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..77abd8c15e9462b81c1a40421ccd9a0707543533
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6460, "bytes_utf8": 6460, "lines": 183, "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": 647, "bytes_utf8": 647, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13895, "cached_input_tokens": 0, "output_tokens": 623, "reasoning_output_tokens": 442}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..05931121f23d45f8730417fd69fe7583562f720f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_846ff86e23b0834c",
+    "api_calls": 0,
+    "input_tokens": 13895,
+    "cached_input_tokens": 0,
+    "output_tokens": 623,
+    "total_tokens": 14518,
+    "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": 16774.3,
+    "sql_execution_elapsed_ms_total": 1.07,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/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_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..3d654757b8a6741554f7726e4237f2b269f21494
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/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": "2026-05-19T14:59:14.200134+00:00",
+  "ended_at": "2026-05-19T14:59:30.974460+00:00",
+  "elapsed_ms": 16774.3,
+  "prompt_metrics": {
+    "chars": 6460,
+    "bytes_utf8": 6460,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1032,
+    "bytes_utf8": 1032,
+    "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": 647,
+      "bytes_utf8": 647,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13895,
+      "cached_input_tokens": 0,
+      "output_tokens": 623,
+      "reasoning_output_tokens": 442
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a9feec8c8caf9067b944048e17dcc96e6bda6c8a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=doors, condition_col=doors.",
+  "planned_template_id": "tpl_m4_group_ratio_two_conditions",
+  "bindings": {
+    "group_col": "doors",
+    "condition_col": "doors",
+    "condition_value": "2",
+    "positive_value": "2",
+    "negative_value": "3",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ee83320a33a44b77b3bf22918f3d7eeb1482923a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bf-879b-7953-bf97-94b5e0685bb0"}
+{"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 \\\"doors\\\",\\n           SUM(CASE WHEN \\\"doors\\\" = '2' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n           SUM(CASE WHEN \\\"doors\\\" = '3' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n    FROM \\\"c2\\\"\\n    GROUP BY \\\"doors\\\"\\n)\\nSELECT \\\"doors\\\",\\n       CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM grouped\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the required grouped-ratio template with both group_col and condition_col bound to \\\"doors\\\", comparing '2' against '3' in SQLite-compatible SQL.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13895,"cached_input_tokens":0,"output_tokens":623,"reasoning_output_tokens":442}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5cad606c0d9057bf6eca58751f71712649a53852
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n    SELECT \"doors\",\n           SUM(CASE WHEN \"doors\" = '2' THEN 1 ELSE 0 END) AS \"numerator_count\",\n           SUM(CASE WHEN \"doors\" = '3' THEN 1 ELSE 0 END) AS \"denominator_count\"\n    FROM \"c2\"\n    GROUP BY \"doors\"\n)\nSELECT \"doors\",\n       CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM grouped\nORDER BY \"condition_ratio\" DESC;","notes":"Uses the required grouped-ratio template with both group_col and condition_col bound to \"doors\", comparing '2' against '3' in SQLite-compatible SQL."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_846ff86e23b0834c/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..75654fdc01a7365e0d9be6c2e5cfce5d44354579
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5904, "bytes_utf8": 5904, "lines": 183, "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": 545, "bytes_utf8": 545, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13748, "cached_input_tokens": 0, "output_tokens": 324, "reasoning_output_tokens": 178}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..8471f48d47f4a0a594240e89de1d4fc0b1b7f866
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_84899257a62b8dd4",
+    "api_calls": 0,
+    "input_tokens": 13748,
+    "cached_input_tokens": 0,
+    "output_tokens": 324,
+    "total_tokens": 14072,
+    "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": 14323.53,
+    "sql_execution_elapsed_ms_total": 2.08,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/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_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..9a7c1d613794edf179a4c817e7ed9d912cbadd55
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/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": "2026-05-19T14:56:34.571755+00:00",
+  "ended_at": "2026-05-19T14:56:48.895322+00:00",
+  "elapsed_ms": 14323.53,
+  "prompt_metrics": {
+    "chars": 5904,
+    "bytes_utf8": 5904,
+    "lines": 183,
+    "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": 545,
+      "bytes_utf8": 545,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13748,
+      "cached_input_tokens": 0,
+      "output_tokens": 324,
+      "reasoning_output_tokens": 178
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..09bad3bc826d0662e27752fe0736fcf247c09676
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=doors, condition_col=doors.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "doors",
+    "condition_col": "doors",
+    "condition_value": "2",
+    "positive_value": "2",
+    "negative_value": "3",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..38a7bd17f23109a8fb7bd2295da438d2ed704bca
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bd-1820-7822-8f0c-f11c3bb7d9a5"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"doors\\\",\\n       AVG(CASE WHEN \\\"doors\\\" = '2' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the required Grouped Condition Rate template with group_col=\\\"doors\\\" and condition_col=\\\"doors\\\" using condition_value='2'. Because the grouping column and condition column are the same, this is a self-referential check: the \\\"2\\\" group will have condition_rate 1.0 and all other door groups will have 0.0.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13748,"cached_input_tokens":0,"output_tokens":324,"reasoning_output_tokens":178}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d8ba29641cc704146c5370529ccdf04ca9551cbc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"doors\",\n       AVG(CASE WHEN \"doors\" = '2' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"c2\"\nGROUP BY \"doors\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the required Grouped Condition Rate template with group_col=\"doors\" and condition_col=\"doors\" using condition_value='2'. Because the grouping column and condition column are the same, this is a self-referential check: the \"2\" group will have condition_rate 1.0 and all other door groups will have 0.0."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_84899257a62b8dd4/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d2919c593d09a88f83893de057dae0e1c39c1bb8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5852, "bytes_utf8": 5852, "lines": 182, "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": 411, "bytes_utf8": 411, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13738, "cached_input_tokens": 12672, "output_tokens": 363, "reasoning_output_tokens": 254}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..1db4f4fc5d1f87b765d0cb74b93a8a9b89d500b0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_871ef82fe6d6a8d1",
+    "api_calls": 0,
+    "input_tokens": 13738,
+    "cached_input_tokens": 12672,
+    "output_tokens": 363,
+    "total_tokens": 14101,
+    "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": 8786.76,
+    "sql_execution_elapsed_ms_total": 1.01,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/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_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f0df59436c39dcc7fc245a97dae21aeb29d9c7d9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/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": "2026-05-19T15:11:58.706485+00:00",
+  "ended_at": "2026-05-19T15:12:07.493283+00:00",
+  "elapsed_ms": 8786.76,
+  "prompt_metrics": {
+    "chars": 5852,
+    "bytes_utf8": 5852,
+    "lines": 182,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 767,
+    "bytes_utf8": 767,
+    "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": 411,
+      "bytes_utf8": 411,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13738,
+      "cached_input_tokens": 12672,
+      "output_tokens": 363,
+      "reasoning_output_tokens": 254
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4c4b0c60219fa948cb1327c1866acb6af777cd44
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,182 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role filtered_stable_view. Focus on group_col=lug_boot.",
+  "planned_template_id": "tpl_clickbench_filtered_topk_group_count",
+  "bindings": {
+    "group_col": "lug_boot",
+    "predicate_col": "lug_boot",
+    "predicate_op": "=",
+    "predicate_value": "med",
+    "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": 0.0,
+    "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 support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..62a89296c4142f40dea7616e3bf6b6c88b493ae3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cb-3203-7e21-a0a6-9df2674f3e2a"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"lug_boot\\\", COUNT(*) AS support\\nFROM \\\"c2\\\"\\nWHERE \\\"lug_boot\\\" = 'med'\\nGROUP BY \\\"lug_boot\\\"\\nORDER BY support DESC\\nLIMIT 14;\",\"notes\":\"Applied the provided template exactly with group_col=\\\"lug_boot\\\" and predicate \\\"lug_boot\\\" = 'med'. Because the filter and group column are the same, the result will contain at most one group.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13738,"cached_input_tokens":12672,"output_tokens":363,"reasoning_output_tokens":254}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c3734c21678282b65a068b2a37eb252169d723d7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_topk_group_count\nSELECT \"lug_boot\", COUNT(*) AS support\nFROM \"c2\"\nWHERE \"lug_boot\" = 'med'\nGROUP BY \"lug_boot\"\nORDER BY support DESC\nLIMIT 14;","notes":"Applied the provided template exactly with group_col=\"lug_boot\" and predicate \"lug_boot\" = 'med'. Because the filter and group column are the same, the result will contain at most one group."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_871ef82fe6d6a8d1/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..8488670aea0f1c76a0b305bd35e1e5a960783cd6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5829, "bytes_utf8": 5829, "lines": 180, "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": 414, "bytes_utf8": 414, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13766, "cached_input_tokens": 12672, "output_tokens": 426, "reasoning_output_tokens": 310}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..831382f61c5b59201a8713264cbdec90d3f7b2c7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_9296cb9abbc4399c",
+    "api_calls": 0,
+    "input_tokens": 13766,
+    "cached_input_tokens": 12672,
+    "output_tokens": 426,
+    "total_tokens": 14192,
+    "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": 11334.47,
+    "sql_execution_elapsed_ms_total": 1.8,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/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_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..45d8ecfd9165e4ea237c70b1b1415b6dfe0779e1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/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": "2026-05-19T15:03:48.196546+00:00",
+  "ended_at": "2026-05-19T15:03:59.531044+00:00",
+  "elapsed_ms": 11334.47,
+  "prompt_metrics": {
+    "chars": 5829,
+    "bytes_utf8": 5829,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 792,
+    "bytes_utf8": 792,
+    "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": 414,
+      "bytes_utf8": 414,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13766,
+      "cached_input_tokens": 12672,
+      "output_tokens": 426,
+      "reasoning_output_tokens": 310
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6f7cba5758cc106488ef9bfe4aad1a03b0649a20
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_pairwise_sparse_slice_v2",
+    "template_name": "Pairwise Sparse Slice Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "group_col_2"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Pairwise Sparse Slice Count to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=doors, group_col_2=lug_boot.",
+  "planned_template_id": "tpl_tail_pairwise_sparse_slice_v2",
+  "bindings": {
+    "group_col": "doors",
+    "group_col_2": "lug_boot",
+    "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": 0.0,
+    "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    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..46f4596b96f8cce732fab8c2e7851363865ee44a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c3-b603-7873-9401-a10c7cc6a54a"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_pairwise_sparse_slice_v2\\nSELECT\\n    \\\"doors\\\",\\n    \\\"lug_boot\\\",\\n    COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\", \\\"lug_boot\\\"\\nORDER BY \\\"support\\\" ASC, \\\"doors\\\", \\\"lug_boot\\\"\\nLIMIT 10;\",\"notes\":\"Applied the Pairwise Sparse Slice Count template with group_col=\\\"doors\\\" and group_col_2=\\\"lug_boot\\\" on the full table because no additional filter was provided.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13766,"cached_input_tokens":12672,"output_tokens":426,"reasoning_output_tokens":310}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..bdd65666b774c41b8250ec9c7a727e2465378445
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_pairwise_sparse_slice_v2\nSELECT\n    \"doors\",\n    \"lug_boot\",\n    COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"doors\", \"lug_boot\"\nORDER BY \"support\" ASC, \"doors\", \"lug_boot\"\nLIMIT 10;","notes":"Applied the Pairwise Sparse Slice Count template with group_col=\"doors\" and group_col_2=\"lug_boot\" on the full table because no additional filter was provided."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9296cb9abbc4399c/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6ef725785f4bd2d68bbad44deadb710340aa5696
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5774, "bytes_utf8": 5774, "lines": 180, "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": 488, "bytes_utf8": 488, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13714, "cached_input_tokens": 0, "output_tokens": 312, "reasoning_output_tokens": 184}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..e827554ef4590a6731fbc0388b821c37c618bc36
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_9424a83a3ff72266",
+    "api_calls": 0,
+    "input_tokens": 13714,
+    "cached_input_tokens": 0,
+    "output_tokens": 312,
+    "total_tokens": 14026,
+    "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": 23105.79,
+    "sql_execution_elapsed_ms_total": 1.99,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/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_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..19a35bad6842dc44d46b14387048936db73d777a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/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": "2026-05-19T14:52:41.199042+00:00",
+  "ended_at": "2026-05-19T14:53:04.304875+00:00",
+  "elapsed_ms": 23105.79,
+  "prompt_metrics": {
+    "chars": 5774,
+    "bytes_utf8": 5774,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 851,
+    "bytes_utf8": 851,
+    "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": 488,
+      "bytes_utf8": 488,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13714,
+      "cached_input_tokens": 0,
+      "output_tokens": 312,
+      "reasoning_output_tokens": 184
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0dbeef696eda2a83eb9c2291f7ce43f8ad0ddaf5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_distinct_topk",
+    "template_name": "Top-k Groups by Distinct Entity Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Top-k Groups by Distinct Entity Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=safety.",
+  "planned_template_id": "tpl_clickbench_group_distinct_topk",
+  "bindings": {
+    "group_col": "safety",
+    "entity_col": "safety",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7078cf4339dd101fb41072c6c3958dddbffa15b7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40b9-8869-7c90-89a2-e86152aac228"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_distinct_topk\\nSELECT \\\"safety\\\", COUNT(DISTINCT \\\"safety\\\") AS \\\"distinct_entities\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"safety\\\"\\nORDER BY \\\"distinct_entities\\\" DESC\\nLIMIT 10;\",\"notes\":\"Used the provided template and fixed bindings exactly as given: group_col=\\\"safety\\\" and entity_col=\\\"safety\\\" on single table \\\"c2\\\". Because the grouped column and distinct-counted column are the same, each safety group will have a distinct_entities value of 1.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13714,"cached_input_tokens":0,"output_tokens":312,"reasoning_output_tokens":184}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..700c4e345edcb42dc6a518eb33b1a693c495389b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_distinct_topk\nSELECT \"safety\", COUNT(DISTINCT \"safety\") AS \"distinct_entities\"\nFROM \"c2\"\nGROUP BY \"safety\"\nORDER BY \"distinct_entities\" DESC\nLIMIT 10;","notes":"Used the provided template and fixed bindings exactly as given: group_col=\"safety\" and entity_col=\"safety\" on single table \"c2\". Because the grouped column and distinct-counted column are the same, each safety group will have a distinct_entities value of 1."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9424a83a3ff72266/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5ebb944f0154359d4254573760e2dcd2ad64fdd8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5781, "bytes_utf8": 5781, "lines": 180, "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": 454, "bytes_utf8": 454, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13715, "cached_input_tokens": 0, "output_tokens": 289, "reasoning_output_tokens": 174}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..672c086962c3cc967dfcd3a92d6015fe141b41c9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_94f0a3706c4f07ed",
+    "api_calls": 0,
+    "input_tokens": 13715,
+    "cached_input_tokens": 0,
+    "output_tokens": 289,
+    "total_tokens": 14004,
+    "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": 12043.46,
+    "sql_execution_elapsed_ms_total": 2.04,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/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_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..0b5deb968726612c6f182b475eb3ed49896b4f81
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/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": "2026-05-19T14:52:16.454727+00:00",
+  "ended_at": "2026-05-19T14:52:28.498216+00:00",
+  "elapsed_ms": 12043.46,
+  "prompt_metrics": {
+    "chars": 5781,
+    "bytes_utf8": 5781,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 813,
+    "bytes_utf8": 813,
+    "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": 454,
+      "bytes_utf8": 454,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13715,
+      "cached_input_tokens": 0,
+      "output_tokens": 289,
+      "reasoning_output_tokens": 174
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8c5f0e2b7c44400a6f8280439f1c51a9a321126b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_distinct_topk",
+    "template_name": "Top-k Groups by Distinct Entity Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Top-k Groups by Distinct Entity Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=lug_boot.",
+  "planned_template_id": "tpl_clickbench_group_distinct_topk",
+  "bindings": {
+    "group_col": "lug_boot",
+    "entity_col": "lug_boot",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ec46d602bf734e5071b4e674c54dcd22d021d5bb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40b9-27d8-79b2-a380-fdd8becffa4c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_distinct_topk\\nSELECT \\\"lug_boot\\\", COUNT(DISTINCT \\\"lug_boot\\\") AS \\\"distinct_entities\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\"\\nORDER BY \\\"distinct_entities\\\" DESC\\nLIMIT 14;\",\"notes\":\"Used the required template with the provided bindings: group_col=\\\"lug_boot\\\" and entity_col=\\\"lug_boot\\\". Because the distinct entity column matches the grouping column, each non-null group will have distinct_entities = 1.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13715,"cached_input_tokens":0,"output_tokens":289,"reasoning_output_tokens":174}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d09afe522e84bb65143d4c12b2f72a5088818dcd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_distinct_topk\nSELECT \"lug_boot\", COUNT(DISTINCT \"lug_boot\") AS \"distinct_entities\"\nFROM \"c2\"\nGROUP BY \"lug_boot\"\nORDER BY \"distinct_entities\" DESC\nLIMIT 14;","notes":"Used the required template with the provided bindings: group_col=\"lug_boot\" and entity_col=\"lug_boot\". Because the distinct entity column matches the grouping column, each non-null group will have distinct_entities = 1."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_94f0a3706c4f07ed/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d4c272469879c7d6eec46650d9a941f81e360b13
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5970, "bytes_utf8": 5970, "lines": 184, "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": 373, "bytes_utf8": 373, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13778, "cached_input_tokens": 12672, "output_tokens": 359, "reasoning_output_tokens": 256}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..c9978975f5e77b1e57453f8ed14946b12fbfb77b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_9512b1ce7a11fe9f",
+    "api_calls": 0,
+    "input_tokens": 13778,
+    "cached_input_tokens": 12672,
+    "output_tokens": 359,
+    "total_tokens": 14137,
+    "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": 10135.07,
+    "sql_execution_elapsed_ms_total": 1.64,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/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_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..983a7a29aa9412ada2f021523c535ce31122aebc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/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": "2026-05-19T15:00:15.823520+00:00",
+  "ended_at": "2026-05-19T15:00:25.958626+00:00",
+  "elapsed_ms": 10135.07,
+  "prompt_metrics": {
+    "chars": 5970,
+    "bytes_utf8": 5970,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 740,
+    "bytes_utf8": 740,
+    "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": 373,
+      "bytes_utf8": 373,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13778,
+      "cached_input_tokens": 12672,
+      "output_tokens": 359,
+      "reasoning_output_tokens": 256
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23effdc35dcba5adca2f2ba2e8e50fe71f80e613
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=doors, group_col_2=persons.",
+  "planned_template_id": "tpl_c2_filtered_group_count_2d",
+  "bindings": {
+    "group_col": "doors",
+    "group_col_2": "persons",
+    "predicate_col": "lug_boot",
+    "predicate_op": "=",
+    "predicate_value": "small",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d62021bcd7c9a128ecb0e054b84160b9ff625e30
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c0-7835-7740-97c1-8586a80579a9"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"doors\\\", \\\"persons\\\", COUNT(*) AS row_count\\nFROM \\\"c2\\\"\\nWHERE \\\"lug_boot\\\" = 'small'\\nGROUP BY \\\"doors\\\", \\\"persons\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Counts rows by \\\"doors\\\" and \\\"persons\\\" for the slice where \\\"lug_boot\\\" = 'small', using the provided filtered two-dimensional group count template.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13778,"cached_input_tokens":12672,"output_tokens":359,"reasoning_output_tokens":256}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5ea0f3f5888f780c6a7920e1235b7d64e567eda9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"doors\", \"persons\", COUNT(*) AS row_count\nFROM \"c2\"\nWHERE \"lug_boot\" = 'small'\nGROUP BY \"doors\", \"persons\"\nORDER BY row_count DESC;","notes":"Counts rows by \"doors\" and \"persons\" for the slice where \"lug_boot\" = 'small', using the provided filtered two-dimensional group count template."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9512b1ce7a11fe9f/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..4aa4bf70cd4e21bf1c1cd71875d6bdc0812623bf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5995, "bytes_utf8": 5995, "lines": 181, "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": 455, "bytes_utf8": 455, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13801, "cached_input_tokens": 12672, "output_tokens": 310, "reasoning_output_tokens": 171}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c575f6c31d3d91a93b6b0125df53cd7351a6571
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_967228c243b07e3f",
+    "api_calls": 0,
+    "input_tokens": 13801,
+    "cached_input_tokens": 12672,
+    "output_tokens": 310,
+    "total_tokens": 14111,
+    "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": 8629.01,
+    "sql_execution_elapsed_ms_total": 2.21,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/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_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..fc64c762b42c630572900b9f760c9869cae6ed28
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/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": "2026-05-19T15:07:59.832560+00:00",
+  "ended_at": "2026-05-19T15:08:08.461603+00:00",
+  "elapsed_ms": 8629.01,
+  "prompt_metrics": {
+    "chars": 5995,
+    "bytes_utf8": 5995,
+    "lines": 181,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 830,
+    "bytes_utf8": 830,
+    "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": 455,
+      "bytes_utf8": 455,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13801,
+      "cached_input_tokens": 12672,
+      "output_tokens": 310,
+      "reasoning_output_tokens": 171
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..efc4e3bb7a6ca0df8c8b9f777f1c56bb8ef57deb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,181 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=doors, target_col=class.",
+  "planned_template_id": "tpl_tail_target_rate_extremes_v2",
+  "bindings": {
+    "group_col": "doors",
+    "target_col": "class",
+    "target_value": "acc",
+    "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": 0.0,
+    "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,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..381cf13c91e9a9305c747b48d038999abe3bb13d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c7-8cd1-7951-a541-94ea96e44150"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n  \\\"doors\\\",\\n  COUNT(*) AS \\\"support\\\",\\n  AVG(CASE WHEN \\\"class\\\" = 'acc' THEN 1 ELSE 0 END) AS \\\"focus_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\"\\nHAVING COUNT(*) >= 4\\nORDER BY \\\"focus_rate\\\" DESC, \\\"support\\\" ASC\\nLIMIT 18;\",\"notes\":\"Applies the Tail Target-Rate Extremes template with group_col=\\\"doors\\\" and target_col=\\\"class\\\", measuring the rate of class='acc' per doors category.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13801,"cached_input_tokens":12672,"output_tokens":310,"reasoning_output_tokens":171}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..419a005693c8bbb3c9fb14d02e719c0b495cd5da
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_target_rate_extremes_v2\nSELECT\n  \"doors\",\n  COUNT(*) AS \"support\",\n  AVG(CASE WHEN \"class\" = 'acc' THEN 1 ELSE 0 END) AS \"focus_rate\"\nFROM \"c2\"\nGROUP BY \"doors\"\nHAVING COUNT(*) >= 4\nORDER BY \"focus_rate\" DESC, \"support\" ASC\nLIMIT 18;","notes":"Applies the Tail Target-Rate Extremes template with group_col=\"doors\" and target_col=\"class\", measuring the rate of class='acc' per doors category."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_967228c243b07e3f/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..df701b917282902b2b8eb8e7d1bf09a87cb1f466
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5983, "bytes_utf8": 5983, "lines": 184, "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": 480, "bytes_utf8": 480, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13766, "cached_input_tokens": 12672, "output_tokens": 508, "reasoning_output_tokens": 383}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..35263078cf5c5e0ab778a60a03b394ddbc1af94a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_977aba42af3e5791",
+    "api_calls": 0,
+    "input_tokens": 13766,
+    "cached_input_tokens": 12672,
+    "output_tokens": 508,
+    "total_tokens": 14274,
+    "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": 11470.07,
+    "sql_execution_elapsed_ms_total": 0.99,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/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_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f8cbf50bd794f9c34ec0c4ba8cd6911b2b3e9e7c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/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": "2026-05-19T15:17:34.009468+00:00",
+  "ended_at": "2026-05-19T15:17:45.479572+00:00",
+  "elapsed_ms": 11470.07,
+  "prompt_metrics": {
+    "chars": 5983,
+    "bytes_utf8": 5983,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 848,
+    "bytes_utf8": 848,
+    "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": 480,
+      "bytes_utf8": 480,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13766,
+      "cached_input_tokens": 12672,
+      "output_tokens": 508,
+      "reasoning_output_tokens": 383
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..bbc4b87862450da81859c8cdee1886240dd18cec
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_distinct_topk",
+    "template_name": "Filtered Top-k Distinct Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Distinct Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=class.",
+  "planned_template_id": "tpl_clickbench_filtered_distinct_topk",
+  "bindings": {
+    "group_col": "class",
+    "predicate_col": "class",
+    "predicate_op": "=",
+    "predicate_value": "vgood",
+    "entity_col": "class",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..44dcabdd035e3c56488a64e35fe1a25b0d1b0b63
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40d0-4fc4-7402-b71f-9f3fbaa6c833"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_distinct_topk.\\nSELECT \\\"class\\\", COUNT(DISTINCT \\\"class\\\") AS distinct_entities\\nFROM \\\"c2\\\"\\nWHERE \\\"class\\\" = 'vgood'\\nGROUP BY \\\"class\\\"\\nORDER BY distinct_entities DESC\\nLIMIT 14;\",\"notes\":\"Applied the required template with the provided bindings exactly. Because \\\"group_col\\\", \\\"predicate_col\\\", and \\\"entity_col\\\" are all bound to \\\"class\\\" and filtered to 'vgood', this returns one grouped row with a distinct count of 1.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13766,"cached_input_tokens":12672,"output_tokens":508,"reasoning_output_tokens":383}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..678dc6e0fb5f2ac6d0eca11ee4aa32da6cbaef4f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_distinct_topk.\nSELECT \"class\", COUNT(DISTINCT \"class\") AS distinct_entities\nFROM \"c2\"\nWHERE \"class\" = 'vgood'\nGROUP BY \"class\"\nORDER BY distinct_entities DESC\nLIMIT 14;","notes":"Applied the required template with the provided bindings exactly. Because \"group_col\", \"predicate_col\", and \"entity_col\" are all bound to \"class\" and filtered to 'vgood', this returns one grouped row with a distinct count of 1."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_977aba42af3e5791/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6f9b9a0d3d8d0511f8b5e8275e02c31c808e2aa8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5912, "bytes_utf8": 5912, "lines": 183, "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": 506, "bytes_utf8": 506, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13751, "cached_input_tokens": 12672, "output_tokens": 374, "reasoning_output_tokens": 236}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..031e86fce0335433cf5f68934488cc0adf96b274
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_97846ff75a359480",
+    "api_calls": 0,
+    "input_tokens": 13751,
+    "cached_input_tokens": 12672,
+    "output_tokens": 374,
+    "total_tokens": 14125,
+    "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": 8889.19,
+    "sql_execution_elapsed_ms_total": 0.9,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/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_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..187e7ae0a3ce3aa54e02d7f42cd10a15de228541
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/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": "2026-05-19T14:56:06.249440+00:00",
+  "ended_at": "2026-05-19T14:56:15.138667+00:00",
+  "elapsed_ms": 8889.19,
+  "prompt_metrics": {
+    "chars": 5912,
+    "bytes_utf8": 5912,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 861,
+    "bytes_utf8": 861,
+    "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": 506,
+      "bytes_utf8": 506,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13751,
+      "cached_input_tokens": 12672,
+      "output_tokens": 374,
+      "reasoning_output_tokens": 236
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b37ac289de17cb65412ec2879a7c0f2c064d7b50
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=buying, condition_col=buying.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "buying",
+    "condition_col": "buying",
+    "condition_value": "low",
+    "positive_value": "high",
+    "negative_value": "low",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4669e029ca7f6a87c40ed0aa92c35bd1819f8d1e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bc-a975-74c3-a3f0-97186c3b831f"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"buying\\\",\\n       AVG(CASE WHEN \\\"buying\\\" = 'low' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col=\\\"buying\\\" and condition_col=\\\"buying\\\" using condition_value='low'. Because the grouping column and condition column are the same, the result will be 1.0 for the 'low' group and 0.0 for all other buying groups.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13751,"cached_input_tokens":12672,"output_tokens":374,"reasoning_output_tokens":236}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b1beb5ed88077d27f4d503c6958fda1f701f9da1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"buying\",\n       AVG(CASE WHEN \"buying\" = 'low' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"c2\"\nGROUP BY \"buying\"\nORDER BY condition_rate DESC;","notes":"Applied the provided Grouped Condition Rate template with group_col=\"buying\" and condition_col=\"buying\" using condition_value='low'. Because the grouping column and condition column are the same, the result will be 1.0 for the 'low' group and 0.0 for all other buying groups."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_97846ff75a359480/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ec04fdf82080934e089e81df856d389fce3b072a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5995, "bytes_utf8": 5995, "lines": 181, "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": 441, "bytes_utf8": 441, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13802, "cached_input_tokens": 0, "output_tokens": 467, "reasoning_output_tokens": 326}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..7fcf793e6987f13a68ee72c29abdd3e051fa8032
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_982649f80d030050",
+    "api_calls": 0,
+    "input_tokens": 13802,
+    "cached_input_tokens": 0,
+    "output_tokens": 467,
+    "total_tokens": 14269,
+    "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": 10755.77,
+    "sql_execution_elapsed_ms_total": 2.32,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/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_f/c2/artifacts/v2q_c2_982649f80d030050/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..16d3b7e35e7809c425d96807a47fa2203e2b2ff5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/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": "2026-05-19T15:07:31.118588+00:00",
+  "ended_at": "2026-05-19T15:07:41.874415+00:00",
+  "elapsed_ms": 10755.77,
+  "prompt_metrics": {
+    "chars": 5995,
+    "bytes_utf8": 5995,
+    "lines": 181,
+    "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": 441,
+      "bytes_utf8": 441,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13802,
+      "cached_input_tokens": 0,
+      "output_tokens": 467,
+      "reasoning_output_tokens": 326
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_982649f80d030050/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c714cff43f679b0bba7ed12b736cb7e499b8828c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,181 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=maint, target_col=class.",
+  "planned_template_id": "tpl_tail_target_rate_extremes_v2",
+  "bindings": {
+    "group_col": "maint",
+    "target_col": "class",
+    "target_value": "unacc",
+    "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": 0.0,
+    "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,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7b142f0d3ea545b6a7f37c30bb4fddfd64d8dbbe
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c7-1cad-7ab0-87c9-331948d73719"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"maint\\\",\\n    COUNT(*) AS \\\"support\\\",\\n    AVG(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS \\\"focus_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\"\\nHAVING COUNT(*) >= 5\\nORDER BY \\\"focus_rate\\\" DESC, \\\"support\\\" ASC\\nLIMIT 12;\",\"notes\":\"Uses Tail Target-Rate Extremes with group_col=\\\"maint\\\", target_col=\\\"class\\\", target_value='unacc', min_support=5, and top_k=12.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13802,"cached_input_tokens":0,"output_tokens":467,"reasoning_output_tokens":326}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..66d9085540f8555a274c109056368faa7c303616
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_target_rate_extremes_v2\nSELECT\n    \"maint\",\n    COUNT(*) AS \"support\",\n    AVG(CASE WHEN \"class\" = 'unacc' THEN 1 ELSE 0 END) AS \"focus_rate\"\nFROM \"c2\"\nGROUP BY \"maint\"\nHAVING COUNT(*) >= 5\nORDER BY \"focus_rate\" DESC, \"support\" ASC\nLIMIT 12;","notes":"Uses Tail Target-Rate Extremes with group_col=\"maint\", target_col=\"class\", target_value='unacc', min_support=5, and top_k=12."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_982649f80d030050/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..041bff92d0649da2c02d1ed68a609e8695aec4ca
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5851, "bytes_utf8": 5851, "lines": 182, "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": 395, "bytes_utf8": 395, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13736, "cached_input_tokens": 0, "output_tokens": 296, "reasoning_output_tokens": 187}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..19b58641b65918944f57271acfcc802ea7a80f37
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_9bae502eda2d5b13",
+    "api_calls": 0,
+    "input_tokens": 13736,
+    "cached_input_tokens": 0,
+    "output_tokens": 296,
+    "total_tokens": 14032,
+    "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": 8607.34,
+    "sql_execution_elapsed_ms_total": 0.63,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/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_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d24293df37560e7d4634c9cf930765166412b628
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/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": "2026-05-19T15:11:50.094157+00:00",
+  "ended_at": "2026-05-19T15:11:58.701525+00:00",
+  "elapsed_ms": 8607.34,
+  "prompt_metrics": {
+    "chars": 5851,
+    "bytes_utf8": 5851,
+    "lines": 182,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 759,
+    "bytes_utf8": 759,
+    "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": 395,
+      "bytes_utf8": 395,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13736,
+      "cached_input_tokens": 0,
+      "output_tokens": 296,
+      "reasoning_output_tokens": 187
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a441199189fb0fab911b6b354564bb1b6e519a7c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,182 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role filtered_stable_view. Focus on group_col=persons.",
+  "planned_template_id": "tpl_clickbench_filtered_topk_group_count",
+  "bindings": {
+    "group_col": "persons",
+    "predicate_col": "buying",
+    "predicate_op": "=",
+    "predicate_value": "high",
+    "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": 0.0,
+    "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 support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e51398be980376c58f01a99510c88574df1d1560
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cb-1046-7063-85b0-d954f76cfa4d"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"persons\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"buying\\\" = 'high'\\nGROUP BY \\\"persons\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 18;\",\"notes\":\"Instantiated the provided Filtered Top-k Group Count template with group_col=\\\"persons\\\", predicate_col=\\\"buying\\\", predicate_op=\\\"=\\\", predicate_value='high', and top_k=18.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13736,"cached_input_tokens":0,"output_tokens":296,"reasoning_output_tokens":187}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..11633694258aedc237551fb20b1cecf9b445cb2b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_topk_group_count\nSELECT \"persons\", COUNT(*) AS \"support\"\nFROM \"c2\"\nWHERE \"buying\" = 'high'\nGROUP BY \"persons\"\nORDER BY \"support\" DESC\nLIMIT 18;","notes":"Instantiated the provided Filtered Top-k Group Count template with group_col=\"persons\", predicate_col=\"buying\", predicate_op=\"=\", predicate_value='high', and top_k=18."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bae502eda2d5b13/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4018f1d961e9f420d19b30a6a4b5a5088319790b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=class, target_col=class.
+Result preview: [{"class": "good", "support": 69, "focus_rate": 1.0}, {"class": "vgood", "support": 65, "focus_rate": 0.0}, {"class": "acc", "support": 384, "focus_rate": 0.0}, {"class": "unacc", "support": 1210, "focus_rate": 0.0}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..b1bdfa2da0ec029d716539b8f21d8fe108eb90f9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/generated_sql.sql
@@ -0,0 +1,22 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_tail_target_rate_extremes_v2
+-- query_record_id: v2q_c2_9bf4b624896de03e
+-- problem_id: v2p_c2_1a1ff7fcb08d7fac
+-- realization_mode: agent
+-- source_kind: agent
+SELECT
+    "class",
+    COUNT(*) AS support,
+    AVG(CASE WHEN "class" = 'good' THEN 1 ELSE 0 END) AS focus_rate
+FROM "c2"
+GROUP BY "class"
+HAVING COUNT(*) >= 5
+ORDER BY focus_rate DESC, support ASC
+LIMIT 10;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b47b6e69585376f543c7b58af8d52c0ea5185668
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/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_tail_target_rate_extremes_v2\nSELECT\n    \"class\",\n    COUNT(*) AS support,\n    AVG(CASE WHEN \"class\" = 'good' THEN 1 ELSE 0 END) AS focus_rate\nFROM \"c2\"\nGROUP BY \"class\"\nHAVING COUNT(*) >= 5\nORDER BY focus_rate DESC, support ASC\nLIMIT 10;", "result": "{\"query\": \"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"class\\\",\\n    COUNT(*) AS support,\\n    AVG(CASE WHEN \\\"class\\\" = 'good' THEN 1 ELSE 0 END) AS focus_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"class\\\"\\nHAVING COUNT(*) >= 5\\nORDER BY focus_rate DESC, support ASC\\nLIMIT 10;\", \"columns\": [\"class\", \"support\", \"focus_rate\"], \"rows\": [{\"class\": \"good\", \"support\": 69, \"focus_rate\": 1.0}, {\"class\": \"vgood\", \"support\": 65, \"focus_rate\": 0.0}, {\"class\": \"acc\", \"support\": 384, \"focus_rate\": 0.0}, {\"class\": \"unacc\", \"support\": 1210, \"focus_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.03}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..0d922ce4b66d8e8ddf34b4f9a9f1c2a6738f8846
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/run_manifest.json
@@ -0,0 +1,90 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:06:52.768108+00:00",
+  "ended_at": "2026-05-19T15:07:01.873173+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_9bf4b624896de03e",
+    "problem_id": "v2p_c2_1a1ff7fcb08d7fac",
+    "dataset_id": "c2",
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "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 Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=class, target_col=class.",
+    "bindings": {
+      "group_col": "class",
+      "target_col": "class",
+      "target_value": "good",
+      "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": 0.0,
+      "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",
+      "target_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=rare_target_concentration",
+      "template_selection_mode=rule",
+      "problem_index_within_template=7",
+      "sql_variant_index=1/2",
+      "binding_index=90"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 8,
+    "problem_index_within_template": 7,
+    "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_f/c2/sql/v2q_c2_9bf4b624896de03e.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_9bf4b624896de03e",
+    "api_calls": 0,
+    "input_tokens": 13801,
+    "cached_input_tokens": 12672,
+    "output_tokens": 371,
+    "total_tokens": 14172,
+    "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": 9100.83,
+    "sql_execution_elapsed_ms_total": 1.03,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/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_f/c2/artifacts/v2q_c2_9bf4b624896de03e/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c0a8a2ac57b36d6eed2c393f67ae782aa88918ab
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:07:01.870948+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": 9100.83, "started_at": "2026-05-19T15:06:52.769260+00:00", "ended_at": "2026-05-19T15:07:01.870123+00:00", "prompt_metrics": {"chars": 5994, "bytes_utf8": 5994, "lines": 181, "estimated_tokens": null}, "response_metrics": {"chars": 501, "bytes_utf8": 501, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13801, "cached_input_tokens": 12672, "output_tokens": 371, "reasoning_output_tokens": 226}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"class\\\",\\n    COUNT(*) AS support,\\n    AVG(CASE WHEN \\\"class\\\" = 'good' THEN 1 ELSE 0 END) AS focus_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"class\\\"\\nHAVING COUNT(*) >= 5\\nORDER BY focus_rate DESC, support ASC\\nLIMIT 10;\",\"notes\":\"Uses the requested template with group_col and target_col both bound to \\\"class\\\" and target_value fixed to 'good'. This will return focus_rate=1 for the 'good' class group and 0 for all other class groups.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..e421a8c56875f62895f1586cb4438cc7b599aa4c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_9bf4b624896de03e",
+  "api_calls": 0,
+  "input_tokens": 13801,
+  "cached_input_tokens": 12672,
+  "output_tokens": 371,
+  "total_tokens": 14172,
+  "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": 9100.83,
+  "sql_execution_elapsed_ms_total": 1.03,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9bf4b624896de03e/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_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ba75be295730083d45bff1bb9261b3f92249117b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5768, "bytes_utf8": 5768, "lines": 180, "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": 345, "bytes_utf8": 345, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13730, "cached_input_tokens": 12672, "output_tokens": 376, "reasoning_output_tokens": 277}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f49c565f24b89dd88ed4b409e42b75f8434bb1ee
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_9c12f24b2944c967",
+    "api_calls": 0,
+    "input_tokens": 13730,
+    "cached_input_tokens": 12672,
+    "output_tokens": 376,
+    "total_tokens": 14106,
+    "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": 9303.63,
+    "sql_execution_elapsed_ms_total": 1.32,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/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_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..76db43119bc261777cfc46ed29432ef7e98967a7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/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": "2026-05-19T15:14:31.768723+00:00",
+  "ended_at": "2026-05-19T15:14:41.072380+00:00",
+  "elapsed_ms": 9303.63,
+  "prompt_metrics": {
+    "chars": 5768,
+    "bytes_utf8": 5768,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 712,
+    "bytes_utf8": 712,
+    "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": 345,
+      "bytes_utf8": 345,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13730,
+      "cached_input_tokens": 12672,
+      "output_tokens": 376,
+      "reasoning_output_tokens": 277
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..681630bf193f7da77b174b44bda2d10c7789ffd7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_two_dimensional_topk_count",
+    "template_name": "Two-Dimensional Top-k Count",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "group_col_2"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Dimensional Top-k Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=persons, group_col_2=lug_boot.",
+  "planned_template_id": "tpl_clickbench_two_dimensional_topk_count",
+  "bindings": {
+    "group_col": "persons",
+    "group_col_2": "lug_boot",
+    "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": 0.0,
+    "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 support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c958b433dfd9d4ddb24ab6f5e51775d6cc107d91
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cd-87e7-7e50-a810-8b2fd987ed50"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_two_dimensional_topk_count\\nSELECT \\\"persons\\\", \\\"lug_boot\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\", \\\"lug_boot\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 10;\",\"notes\":\"Uses the planned Two-Dimensional Top-k Count template with group_col=\\\"persons\\\", group_col_2=\\\"lug_boot\\\", and top_k=10.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13730,"cached_input_tokens":12672,"output_tokens":376,"reasoning_output_tokens":277}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6764538a66dc509e373d3223784baabeac099ea3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_two_dimensional_topk_count\nSELECT \"persons\", \"lug_boot\", COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"persons\", \"lug_boot\"\nORDER BY \"support\" DESC\nLIMIT 10;","notes":"Uses the planned Two-Dimensional Top-k Count template with group_col=\"persons\", group_col_2=\"lug_boot\", and top_k=10."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9c12f24b2944c967/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..730a6d58c17601c601ddfda0ec7188584bd820f1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5651, "bytes_utf8": 5651, "lines": 178, "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": 297, "bytes_utf8": 297, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13698, "cached_input_tokens": 12672, "output_tokens": 275, "reasoning_output_tokens": 187}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..76b9d8e22bf69734a51a4df556fcf40a1add9063
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_9da759ae98910bb6",
+    "api_calls": 0,
+    "input_tokens": 13698,
+    "cached_input_tokens": 12672,
+    "output_tokens": 275,
+    "total_tokens": 13973,
+    "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": 8043.35,
+    "sql_execution_elapsed_ms_total": 0.83,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/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_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..39149ad716b0ed2d9be94ce1347f448cea253664
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/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": "2026-05-19T15:02:28.648911+00:00",
+  "ended_at": "2026-05-19T15:02:36.692286+00:00",
+  "elapsed_ms": 8043.35,
+  "prompt_metrics": {
+    "chars": 5651,
+    "bytes_utf8": 5651,
+    "lines": 178,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 650,
+    "bytes_utf8": 650,
+    "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": 297,
+      "bytes_utf8": 297,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13698,
+      "cached_input_tokens": 12672,
+      "output_tokens": 275,
+      "reasoning_output_tokens": 187
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5e91bab9b1f733b1603d201ce6438ce712401a86
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,178 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=doors.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "doors",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5af9f445ababaa1659a0850584d9b7d0c06351e6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c2-7f13-7901-bb74-5c7b6877e94c"}
+{"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    \\\"doors\\\",\\n    COUNT(*) AS support\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\"\\nORDER BY support ASC, \\\"doors\\\"\\nLIMIT 15;\",\"notes\":\"Applied the Low-Support Group Count template with group_col bound to \\\"doors\\\" and top_k set to 15.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13698,"cached_input_tokens":12672,"output_tokens":275,"reasoning_output_tokens":187}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c257ab129f4fca7bbddbc61b2ca6c3571bd4f627
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n    \"doors\",\n    COUNT(*) AS support\nFROM \"c2\"\nGROUP BY \"doors\"\nORDER BY support ASC, \"doors\"\nLIMIT 15;","notes":"Applied the Low-Support Group Count template with group_col bound to \"doors\" and top_k set to 15."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9da759ae98910bb6/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2d2826cef18a4ce5754d50e3fc75a6bd8754336d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5959, "bytes_utf8": 5959, "lines": 183, "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": 13787, "cached_input_tokens": 12672, "output_tokens": 629, "reasoning_output_tokens": 481}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..e54bf72f3493708c46d46c3015c51ed7eca7d65e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_9e1db080521f6773",
+    "api_calls": 0,
+    "input_tokens": 13787,
+    "cached_input_tokens": 12672,
+    "output_tokens": 629,
+    "total_tokens": 14416,
+    "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": 15579.01,
+    "sql_execution_elapsed_ms_total": 3.04,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/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_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d9e3981e73e9dec618711f250450b7c1f6ed25c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/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": "2026-05-19T15:08:50.421085+00:00",
+  "ended_at": "2026-05-19T15:09:06.000130+00:00",
+  "elapsed_ms": 15579.01,
+  "prompt_metrics": {
+    "chars": 5959,
+    "bytes_utf8": 5959,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 891,
+    "bytes_utf8": 891,
+    "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": 13787,
+      "cached_input_tokens": 12672,
+      "output_tokens": 629,
+      "reasoning_output_tokens": 481
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f130de862484db55d50c19f87c6aae9c9cb08cb5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Axis Target Rate Surface to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=doors, group_col_2=class, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "doors",
+    "group_col_2": "class",
+    "target_col": "class",
+    "target_value": "good",
+    "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": 0.0,
+    "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},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f7b9a2f63c53e294ec27217b026de30078375c91
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c8-5266-75e1-a75d-5f19ecec4890"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"doors\\\", \\\"class\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'good' THEN 1 ELSE 0 END) AS target_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\", \\\"class\\\"\\nORDER BY target_rate DESC;\",\"notes\":\"Uses the requested Two-Axis Target Rate Surface template with group_col=\\\"doors\\\", group_col_2=\\\"class\\\", and target_col=\\\"class\\\". Because \\\"class\\\" is both grouped and tested against 'good', each (doors, class) group yields target_rate = 1.0 when class='good' and 0.0 otherwise.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13787,"cached_input_tokens":12672,"output_tokens":629,"reasoning_output_tokens":481}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8273b42e9b5e94ef6322d7bd000243fcfb88db04
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate\nSELECT \"doors\", \"class\",\n       AVG(CASE WHEN \"class\" = 'good' THEN 1 ELSE 0 END) AS target_rate\nFROM \"c2\"\nGROUP BY \"doors\", \"class\"\nORDER BY target_rate DESC;","notes":"Uses the requested Two-Axis Target Rate Surface template with group_col=\"doors\", group_col_2=\"class\", and target_col=\"class\". Because \"class\" is both grouped and tested against 'good', each (doors, class) group yields target_rate = 1.0 when class='good' and 0.0 otherwise."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_9e1db080521f6773/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..eac69d5405e47e509ad82b4cca4497137619acfa
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6477, "bytes_utf8": 6477, "lines": 183, "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": 783, "bytes_utf8": 783, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13899, "cached_input_tokens": 12672, "output_tokens": 497, "reasoning_output_tokens": 288}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..0568a84f591fc9dfdd9c11852002d96a0359e399
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_a00c5317c26305a4",
+    "api_calls": 0,
+    "input_tokens": 13899,
+    "cached_input_tokens": 12672,
+    "output_tokens": 497,
+    "total_tokens": 14396,
+    "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": 11157.27,
+    "sql_execution_elapsed_ms_total": 1.09,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/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_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d83e9459d01774ace27529382003a66658b4ad12
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/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": "2026-05-19T14:58:11.093032+00:00",
+  "ended_at": "2026-05-19T14:58:22.250338+00:00",
+  "elapsed_ms": 11157.27,
+  "prompt_metrics": {
+    "chars": 6477,
+    "bytes_utf8": 6477,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1176,
+    "bytes_utf8": 1176,
+    "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": 783,
+      "bytes_utf8": 783,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13899,
+      "cached_input_tokens": 12672,
+      "output_tokens": 497,
+      "reasoning_output_tokens": 288
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..38938cee171c1a02a1bd56a5ab7057889aea106d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=lug_boot, condition_col=lug_boot.",
+  "planned_template_id": "tpl_m4_group_ratio_two_conditions",
+  "bindings": {
+    "group_col": "lug_boot",
+    "condition_col": "lug_boot",
+    "condition_value": "big",
+    "positive_value": "big",
+    "negative_value": "med",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..20ce8f36266d4eca99de283289f2beb4a8a28495
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40be-910a-7113-9294-163ef2fe8558"}
+{"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 \\\"lug_boot\\\",\\n           SUM(CASE WHEN \\\"lug_boot\\\" = 'big' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n           SUM(CASE WHEN \\\"lug_boot\\\" = 'med' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n    FROM \\\"c2\\\"\\n    GROUP BY \\\"lug_boot\\\"\\n)\\nSELECT \\\"lug_boot\\\",\\n       CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM grouped\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Applied the requested template with group_col=\\\"lug_boot\\\" and condition_col=\\\"lug_boot\\\", using positive_value='big' and negative_value='med'. Because the grouping column and condition column are the same, the result is a self-contrastive ratio by lug_boot category.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13899,"cached_input_tokens":12672,"output_tokens":497,"reasoning_output_tokens":288}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..dd59cb9df997519b83944afc6573db28727e8c33
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n    SELECT \"lug_boot\",\n           SUM(CASE WHEN \"lug_boot\" = 'big' THEN 1 ELSE 0 END) AS \"numerator_count\",\n           SUM(CASE WHEN \"lug_boot\" = 'med' THEN 1 ELSE 0 END) AS \"denominator_count\"\n    FROM \"c2\"\n    GROUP BY \"lug_boot\"\n)\nSELECT \"lug_boot\",\n       CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM grouped\nORDER BY \"condition_ratio\" DESC;","notes":"Applied the requested template with group_col=\"lug_boot\" and condition_col=\"lug_boot\", using positive_value='big' and negative_value='med'. Because the grouping column and condition column are the same, the result is a self-contrastive ratio by lug_boot category."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a00c5317c26305a4/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..722bc80ba02870072c69edca57aeeecbed19268c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5991, "bytes_utf8": 5991, "lines": 184, "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": 432, "bytes_utf8": 432, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13766, "cached_input_tokens": 0, "output_tokens": 345, "reasoning_output_tokens": 233}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3905e87e447d6a95ef53e495cf3aaa35d0a8bf6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_a40501ef17585b2b",
+    "api_calls": 0,
+    "input_tokens": 13766,
+    "cached_input_tokens": 0,
+    "output_tokens": 345,
+    "total_tokens": 14111,
+    "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": 9377.16,
+    "sql_execution_elapsed_ms_total": 0.61,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/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_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e0bfe4a7b028bb3fff8a9cd3816ae665498faca3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/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": "2026-05-19T15:16:51.272138+00:00",
+  "ended_at": "2026-05-19T15:17:00.649335+00:00",
+  "elapsed_ms": 9377.16,
+  "prompt_metrics": {
+    "chars": 5991,
+    "bytes_utf8": 5991,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 792,
+    "bytes_utf8": 792,
+    "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": 432,
+      "bytes_utf8": 432,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13766,
+      "cached_input_tokens": 0,
+      "output_tokens": 345,
+      "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_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5e7b28277ba46a0a6d87cef0339764daa8454cff
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_distinct_topk",
+    "template_name": "Filtered Top-k Distinct Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Distinct Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=persons.",
+  "planned_template_id": "tpl_clickbench_filtered_distinct_topk",
+  "bindings": {
+    "group_col": "persons",
+    "predicate_col": "buying",
+    "predicate_op": "=",
+    "predicate_value": "high",
+    "entity_col": "persons",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3a1699530d09101033ec51fca42203293a61c466
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cf-a8b6-7450-8f46-8c3ffb88fb74"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_distinct_topk\\nSELECT \\\"persons\\\", COUNT(DISTINCT \\\"persons\\\") AS \\\"distinct_entities\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"buying\\\" = 'high'\\nGROUP BY \\\"persons\\\"\\nORDER BY \\\"distinct_entities\\\" DESC\\nLIMIT 16;\",\"notes\":\"Used the required template and bindings exactly as provided. Because both group_col and entity_col are bound to \\\"persons\\\", each grouped row will have a distinct count of 1.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13766,"cached_input_tokens":0,"output_tokens":345,"reasoning_output_tokens":233}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..09b92efc1e0ef91e3a60b5fe37f228716de6bce6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_distinct_topk\nSELECT \"persons\", COUNT(DISTINCT \"persons\") AS \"distinct_entities\"\nFROM \"c2\"\nWHERE \"buying\" = 'high'\nGROUP BY \"persons\"\nORDER BY \"distinct_entities\" DESC\nLIMIT 16;","notes":"Used the required template and bindings exactly as provided. Because both group_col and entity_col are bound to \"persons\", each grouped row will have a distinct count of 1."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a40501ef17585b2b/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2d4967267ebf67ad26874cb227e06bd96817a028
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=safety.
+Result preview: [{"safety": "med", "row_count": 576}, {"safety": "low", "row_count": 576}, {"safety": "high", "row_count": 576}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..3e72bb076495094eba7f3f866d25a505c8b17048
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/generated_sql.sql
@@ -0,0 +1,17 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: subgroup_structure
+-- canonical_subitem_id: subgroup_size_stability
+-- intended_facet_id: subgroup_distribution_shift
+-- variant_semantic_role: count_distribution
+-- template_id: tpl_clickbench_group_count
+-- query_record_id: v2q_c2_a4491ef38aa649e1
+-- problem_id: v2p_c2_48160f01976b5450
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "safety", COUNT(*) AS "row_count"
+FROM "c2"
+GROUP BY "safety"
+ORDER BY "row_count" DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7e3c739c77e5f4ed80e3fef0015961fd94335536
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/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_clickbench_group_count\nSELECT \"safety\", COUNT(*) AS \"row_count\"\nFROM \"c2\"\nGROUP BY \"safety\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"safety\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"safety\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"safety\", \"row_count\"], \"rows\": [{\"safety\": \"med\", \"row_count\": 576}, {\"safety\": \"low\", \"row_count\": 576}, {\"safety\": \"high\", \"row_count\": 576}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 0.88}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..cf782f22a5bc403706322d6ca3ccd1cc778a936e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/run_manifest.json
@@ -0,0 +1,87 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T14:53:23.411721+00:00",
+  "ended_at": "2026-05-19T14:53:34.856405+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_a4491ef38aa649e1",
+    "problem_id": "v2p_c2_48160f01976b5450",
+    "dataset_id": "c2",
+    "template_id": "tpl_clickbench_group_count",
+    "template_name": "Grouped Count by Category",
+    "family_id": "subgroup_structure",
+    "canonical_subitem_id": "subgroup_size_stability",
+    "intended_facet_id": "subgroup_distribution_shift",
+    "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 Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=safety.",
+    "bindings": {
+      "group_col": "safety",
+      "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": 0.0,
+      "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 {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;",
+    "notes": [
+      "default_facets=subgroup_distribution_shift",
+      "template_selection_mode=rule",
+      "problem_index_within_template=1",
+      "sql_variant_index=1/1",
+      "binding_index=12"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 2,
+    "problem_index_within_template": 1,
+    "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_f/c2/sql/v2q_c2_a4491ef38aa649e1.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_a4491ef38aa649e1",
+    "api_calls": 0,
+    "input_tokens": 13662,
+    "cached_input_tokens": 0,
+    "output_tokens": 225,
+    "total_tokens": 13887,
+    "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": 11441.07,
+    "sql_execution_elapsed_ms_total": 0.88,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/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_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..fdb5a8415eb8bb1341037d90026499c656396f53
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T14:53:34.854247+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": 11441.07, "started_at": "2026-05-19T14:53:23.412362+00:00", "ended_at": "2026-05-19T14:53:34.853458+00:00", "prompt_metrics": {"chars": 5572, "bytes_utf8": 5572, "lines": 178, "estimated_tokens": null}, "response_metrics": {"chars": 265, "bytes_utf8": 265, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13662, "cached_input_tokens": 0, "output_tokens": 225, "reasoning_output_tokens": 149}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"safety\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"safety\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the required Grouped Count by Category template with \\\"safety\\\" as the grouping column.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..765bdc0a16e4b9832a9644629740bdb427a7f75f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_a4491ef38aa649e1",
+  "api_calls": 0,
+  "input_tokens": 13662,
+  "cached_input_tokens": 0,
+  "output_tokens": 225,
+  "total_tokens": 13887,
+  "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": 11441.07,
+  "sql_execution_elapsed_ms_total": 0.88,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_a4491ef38aa649e1/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_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..82403ea9a811a912b1be84f759405cc792048972
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5762, "bytes_utf8": 5762, "lines": 180, "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": 13728, "cached_input_tokens": 12672, "output_tokens": 410, "reasoning_output_tokens": 311}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..1c261e6a5f30c0fba37702e75e318d4d141ee7d3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_ab012a70408f8f25",
+    "api_calls": 0,
+    "input_tokens": 13728,
+    "cached_input_tokens": 12672,
+    "output_tokens": 410,
+    "total_tokens": 14138,
+    "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": 10532.04,
+    "sql_execution_elapsed_ms_total": 2.61,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/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_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..74362a4abd73126709ab1eaa6b3e0259ea14281a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/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": "2026-05-19T15:14:50.381723+00:00",
+  "ended_at": "2026-05-19T15:15:00.913801+00:00",
+  "elapsed_ms": 10532.04,
+  "prompt_metrics": {
+    "chars": 5762,
+    "bytes_utf8": 5762,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 729,
+    "bytes_utf8": 729,
+    "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": 362,
+      "bytes_utf8": 362,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13728,
+      "cached_input_tokens": 12672,
+      "output_tokens": 410,
+      "reasoning_output_tokens": 311
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5425ea87708b00497464df8e755424e4c34a8efe
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_two_dimensional_topk_count",
+    "template_name": "Two-Dimensional Top-k Count",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "group_col_2"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Dimensional Top-k Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=persons, group_col_2=class.",
+  "planned_template_id": "tpl_clickbench_two_dimensional_topk_count",
+  "bindings": {
+    "group_col": "persons",
+    "group_col_2": "class",
+    "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": 0.0,
+    "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 support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..41bad46f8a2094b313fc0db235222312ab9feb6c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cd-d082-7fc3-808a-790548980dfa"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_two_dimensional_topk_count\\nSELECT \\\"persons\\\", \\\"class\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\", \\\"class\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 12;\",\"notes\":\"Applies the Two-Dimensional Top-k Count template with group_col=\\\"persons\\\" and group_col_2=\\\"class\\\", returning the 12 largest subgroup counts.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13728,"cached_input_tokens":12672,"output_tokens":410,"reasoning_output_tokens":311}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..22aed492f0d6c1798b3a545003b910ffe230e4c5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_two_dimensional_topk_count\nSELECT \"persons\", \"class\", COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"persons\", \"class\"\nORDER BY \"support\" DESC\nLIMIT 12;","notes":"Applies the Two-Dimensional Top-k Count template with group_col=\"persons\" and group_col_2=\"class\", returning the 12 largest subgroup counts."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ab012a70408f8f25/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..17cde2bf35250afcf783efc32751b664fe468073
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5991, "bytes_utf8": 5991, "lines": 181, "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": 442, "bytes_utf8": 442, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13801, "cached_input_tokens": 12672, "output_tokens": 274, "reasoning_output_tokens": 139}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..52d92d92a7b27453ad044cac8418f33eb6cf79ff
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_af747e7c24a6243d",
+    "api_calls": 0,
+    "input_tokens": 13801,
+    "cached_input_tokens": 12672,
+    "output_tokens": 274,
+    "total_tokens": 14075,
+    "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": 9164.51,
+    "sql_execution_elapsed_ms_total": 1.17,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/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_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f3cc094cbb59668157bf5d3e3bbb7e8c3cdb727d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/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": "2026-05-19T15:07:50.663134+00:00",
+  "ended_at": "2026-05-19T15:07:59.827672+00:00",
+  "elapsed_ms": 9164.51,
+  "prompt_metrics": {
+    "chars": 5991,
+    "bytes_utf8": 5991,
+    "lines": 181,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 801,
+    "bytes_utf8": 801,
+    "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": 442,
+      "bytes_utf8": 442,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13801,
+      "cached_input_tokens": 12672,
+      "output_tokens": 274,
+      "reasoning_output_tokens": 139
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3642f631e6a6d758a4f451663b7dcf9cbbbb2bd9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,181 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=doors, target_col=class.",
+  "planned_template_id": "tpl_tail_target_rate_extremes_v2",
+  "bindings": {
+    "group_col": "doors",
+    "target_col": "class",
+    "target_value": "acc",
+    "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": 0.0,
+    "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,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8575e9711da3b4bdc078f343dc811436bc00b7ec
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c7-690a-7851-ac5c-a51f4956b877"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"doors\\\",\\n    COUNT(*) AS support,\\n    AVG(CASE WHEN \\\"class\\\" = 'acc' THEN 1 ELSE 0 END) AS focus_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\"\\nHAVING COUNT(*) >= 5\\nORDER BY focus_rate DESC, support ASC\\nLIMIT 13;\",\"notes\":\"Uses the planned Tail Target-Rate Extremes template with group_col=\\\"doors\\\", target_col=\\\"class\\\", target_value='acc', min_support=5, and top_k=13.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13801,"cached_input_tokens":12672,"output_tokens":274,"reasoning_output_tokens":139}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..121c79acb3d3b263256957cc8d1ba97a009db611
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_target_rate_extremes_v2\nSELECT\n    \"doors\",\n    COUNT(*) AS support,\n    AVG(CASE WHEN \"class\" = 'acc' THEN 1 ELSE 0 END) AS focus_rate\nFROM \"c2\"\nGROUP BY \"doors\"\nHAVING COUNT(*) >= 5\nORDER BY focus_rate DESC, support ASC\nLIMIT 13;","notes":"Uses the planned Tail Target-Rate Extremes template with group_col=\"doors\", target_col=\"class\", target_value='acc', min_support=5, and top_k=13."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_af747e7c24a6243d/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5f08e3864a0e0abf736cc1f2f534cc0384bee289
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5653, "bytes_utf8": 5653, "lines": 178, "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": 13699, "cached_input_tokens": 12672, "output_tokens": 233, "reasoning_output_tokens": 130}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..d7cbc9f2aba92a3e7d9716dd1512b6104fbeaaa3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_afaf8fdb9a473c68",
+    "api_calls": 0,
+    "input_tokens": 13699,
+    "cached_input_tokens": 12672,
+    "output_tokens": 233,
+    "total_tokens": 13932,
+    "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": 7767.72,
+    "sql_execution_elapsed_ms_total": 1.8,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/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_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f875422bc24bffeacb67e12310a95f5b014669c4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/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": "2026-05-19T15:01:25.296391+00:00",
+  "ended_at": "2026-05-19T15:01:33.064152+00:00",
+  "elapsed_ms": 7767.72,
+  "prompt_metrics": {
+    "chars": 5653,
+    "bytes_utf8": 5653,
+    "lines": 178,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 699,
+    "bytes_utf8": 699,
+    "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": 13699,
+      "cached_input_tokens": 12672,
+      "output_tokens": 233,
+      "reasoning_output_tokens": 130
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..54d099af6575d2c09dc7b00523f93a6a670b4efe
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,178 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=safety.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "safety",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..82472bfb2ca238bdbe06e183018a9693b0693195
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c1-87b5-7972-a695-a9909bcaf0c8"}
+{"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  \\\"safety\\\",\\n  COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"safety\\\"\\nORDER BY \\\"support\\\" ASC, \\\"safety\\\"\\nLIMIT 16;\",\"notes\":\"Applied the provided Low-Support Group Count template with group_col bound to \\\"safety\\\" and top_k=16 on the single table \\\"c2\\\".\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13699,"cached_input_tokens":12672,"output_tokens":233,"reasoning_output_tokens":130}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6d0f64c46528e531105513422e8647b88dbbc201
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n  \"safety\",\n  COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"safety\"\nORDER BY \"support\" ASC, \"safety\"\nLIMIT 16;","notes":"Applied the provided Low-Support Group Count template with group_col bound to \"safety\" and top_k=16 on the single table \"c2\"."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_afaf8fdb9a473c68/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..bc406ef986c4e276cc7d9029007de218a13cd4ca
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5900, "bytes_utf8": 5900, "lines": 183, "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": 481, "bytes_utf8": 481, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13749, "cached_input_tokens": 0, "output_tokens": 382, "reasoning_output_tokens": 252}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..d004a2ac2f6c9d28ba426c9b62d3a3fadf081c1d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_b0135bac1de4f1ca",
+    "api_calls": 0,
+    "input_tokens": 13749,
+    "cached_input_tokens": 0,
+    "output_tokens": 382,
+    "total_tokens": 14131,
+    "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": 10603.55,
+    "sql_execution_elapsed_ms_total": 1.26,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/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_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ec4fe610eba84a299afba556d8ed1ab50a921168
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/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": "2026-05-19T14:55:35.999603+00:00",
+  "ended_at": "2026-05-19T14:55:46.603178+00:00",
+  "elapsed_ms": 10603.55,
+  "prompt_metrics": {
+    "chars": 5900,
+    "bytes_utf8": 5900,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 828,
+    "bytes_utf8": 828,
+    "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": 481,
+      "bytes_utf8": 481,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13749,
+      "cached_input_tokens": 0,
+      "output_tokens": 382,
+      "reasoning_output_tokens": 252
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..726dc86f23bc02b7171e256fbc75067790196341
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=class, condition_col=class.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "class",
+    "condition_col": "class",
+    "condition_value": "unacc",
+    "positive_value": "unacc",
+    "negative_value": "acc",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6bf747cfb6ffa9e4fabab09043917d18af849ce0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bc-331f-7163-8c60-3302237e3cc0"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"class\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the requested Grouped Condition Rate template with both group_col and condition_col bound to \\\"class\\\", using condition_value 'unacc'. This probes the target label against itself, so the 'unacc' group will have rate 1.0 and other class groups 0.0.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13749,"cached_input_tokens":0,"output_tokens":382,"reasoning_output_tokens":252}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d51b2c6849fd7291a8e59fcaf779872384fcc725
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"class\",\n       AVG(CASE WHEN \"class\" = 'unacc' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"c2\"\nGROUP BY \"class\"\nORDER BY condition_rate DESC;","notes":"Applied the requested Grouped Condition Rate template with both group_col and condition_col bound to \"class\", using condition_value 'unacc'. This probes the target label against itself, so the 'unacc' group will have rate 1.0 and other class groups 0.0."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0135bac1de4f1ca/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..24317b482f5c56458c59d886e653da26a73e3dd5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6468, "bytes_utf8": 6468, "lines": 183, "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": 816, "bytes_utf8": 816, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13895, "cached_input_tokens": 0, "output_tokens": 436, "reasoning_output_tokens": 229}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f223cd9f979b3c0a8f66b60d90108d76ea41cf33
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_b0185c164dae7e45",
+    "api_calls": 0,
+    "input_tokens": 13895,
+    "cached_input_tokens": 0,
+    "output_tokens": 436,
+    "total_tokens": 14331,
+    "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": 10767.18,
+    "sql_execution_elapsed_ms_total": 2.41,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/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_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..00067a9162bd082baa03619f80dbda1d52737632
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/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": "2026-05-19T14:58:00.315561+00:00",
+  "ended_at": "2026-05-19T14:58:11.082775+00:00",
+  "elapsed_ms": 10767.18,
+  "prompt_metrics": {
+    "chars": 6468,
+    "bytes_utf8": 6468,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1181,
+    "bytes_utf8": 1181,
+    "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": 816,
+      "bytes_utf8": 816,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13895,
+      "cached_input_tokens": 0,
+      "output_tokens": 436,
+      "reasoning_output_tokens": 229
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4dc3296ea96678f1e3496ba87b5fc7de7b996918
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=persons, condition_col=persons.",
+  "planned_template_id": "tpl_m4_group_ratio_two_conditions",
+  "bindings": {
+    "group_col": "persons",
+    "condition_col": "persons",
+    "condition_value": "2",
+    "positive_value": "2",
+    "negative_value": "4",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..68fab108e726179999f145b7e6df0e7416bc7479
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40be-6704-74e0-8a6d-c55930baa42e"}
+{"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 \\\"persons\\\",\\n           SUM(CASE WHEN \\\"persons\\\" = '2' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"persons\\\" = '4' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"c2\\\"\\n    GROUP BY \\\"persons\\\"\\n)\\nSELECT \\\"persons\\\",\\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applied the required grouped-ratio template with group_col=\\\"persons\\\" and condition_col=\\\"persons\\\" exactly as bound. Because the grouping column and condition column are the same, the ratio is structurally degenerate within each group: group '2' yields division by zero denominator, group '4' yields 0, and other groups yield NULL.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13895,"cached_input_tokens":0,"output_tokens":436,"reasoning_output_tokens":229}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..403084039a01f7d6094c0c2dea35a3c78ed63194
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n    SELECT \"persons\",\n           SUM(CASE WHEN \"persons\" = '2' THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN \"persons\" = '4' THEN 1 ELSE 0 END) AS denominator_count\n    FROM \"c2\"\n    GROUP BY \"persons\"\n)\nSELECT \"persons\",\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Applied the required grouped-ratio template with group_col=\"persons\" and condition_col=\"persons\" exactly as bound. Because the grouping column and condition column are the same, the ratio is structurally degenerate within each group: group '2' yields division by zero denominator, group '4' yields 0, and other groups yield NULL."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b0185c164dae7e45/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d991e83f76029f1c2934b1dca57ca49d565df86f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5947, "bytes_utf8": 5947, "lines": 183, "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": 529, "bytes_utf8": 529, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13786, "cached_input_tokens": 12672, "output_tokens": 369, "reasoning_output_tokens": 219}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..ec33faa161a331f8be39e9109036d36331a2e8b9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_b3d2d62b59d050e2",
+    "api_calls": 0,
+    "input_tokens": 13786,
+    "cached_input_tokens": 12672,
+    "output_tokens": 369,
+    "total_tokens": 14155,
+    "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": 10649.97,
+    "sql_execution_elapsed_ms_total": 1.74,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/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_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..e65c9677e8042d76bd05d80bae52a59264a09dc2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/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": "2026-05-19T15:09:58.223461+00:00",
+  "ended_at": "2026-05-19T15:10:08.873453+00:00",
+  "elapsed_ms": 10649.97,
+  "prompt_metrics": {
+    "chars": 5947,
+    "bytes_utf8": 5947,
+    "lines": 183,
+    "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": 529,
+      "bytes_utf8": 529,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13786,
+      "cached_input_tokens": 12672,
+      "output_tokens": 369,
+      "reasoning_output_tokens": 219
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..aff9d24a51dde663f60e5994ad8c0249a69d996c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Axis Target Rate Surface to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=persons, group_col_2=class, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "persons",
+    "group_col_2": "class",
+    "target_col": "class",
+    "target_value": "acc",
+    "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": 0.0,
+    "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},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..050aa98176436cb118aad5545aa8081f270775b9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c9-5b55-7480-8171-e6a59d342e2c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"persons\\\", \\\"class\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'acc' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\", \\\"class\\\"\\nORDER BY \\\"target_rate\\\" DESC;\",\"notes\":\"Uses the requested Two-Axis Target Rate Surface template with group_col=\\\"persons\\\", group_col_2=\\\"class\\\", and target_col=\\\"class\\\". Because \\\"class\\\" is both a grouping column and the target column, each grouped row's target_rate will be 1.0 for class='acc' and 0.0 otherwise.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13786,"cached_input_tokens":12672,"output_tokens":369,"reasoning_output_tokens":219}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..697a830f3d86046cec141a5c43b6aee012afa325
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate\nSELECT \"persons\", \"class\",\n       AVG(CASE WHEN \"class\" = 'acc' THEN 1 ELSE 0 END) AS \"target_rate\"\nFROM \"c2\"\nGROUP BY \"persons\", \"class\"\nORDER BY \"target_rate\" DESC;","notes":"Uses the requested Two-Axis Target Rate Surface template with group_col=\"persons\", group_col_2=\"class\", and target_col=\"class\". Because \"class\" is both a grouping column and the target column, each grouped row's target_rate will be 1.0 for class='acc' and 0.0 otherwise."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_b3d2d62b59d050e2/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..02aa5b08a8ae95be3aa235d898f1020033f1ee05
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Filtered Top-k Distinct Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=class.
+Result preview: [{"class": "vgood", "distinct_entities": 1}, {"class": "unacc", "distinct_entities": 1}, {"class": "good", "distinct_entities": 1}, {"class": "acc", "distinct_entities": 1}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..330b01950cfcab6ff9501a83bcf2472583d845b2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/generated_sql.sql
@@ -0,0 +1,19 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: subgroup_structure
+-- canonical_subitem_id: internal_profile_stability
+-- intended_facet_id: subgroup_rank_order
+-- variant_semantic_role: ranked_signal_view
+-- template_id: tpl_clickbench_filtered_distinct_topk
+-- query_record_id: v2q_c2_bb0b006ff63ff528
+-- problem_id: v2p_c2_59439120446ed49a
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "class", COUNT(DISTINCT "class") AS distinct_entities
+FROM "c2"
+WHERE "persons" = '4'
+GROUP BY "class"
+ORDER BY distinct_entities DESC
+LIMIT 17;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2be00a411b820a0b0b2b2f2581a4fdfffd5d84b0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/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_clickbench_filtered_distinct_topk\nSELECT \"class\", COUNT(DISTINCT \"class\") AS distinct_entities\nFROM \"c2\"\nWHERE \"persons\" = '4'\nGROUP BY \"class\"\nORDER BY distinct_entities DESC\nLIMIT 17;", "result": "{\"query\": \"-- template_id: tpl_clickbench_filtered_distinct_topk\\nSELECT \\\"class\\\", COUNT(DISTINCT \\\"class\\\") AS distinct_entities\\nFROM \\\"c2\\\"\\nWHERE \\\"persons\\\" = '4'\\nGROUP BY \\\"class\\\"\\nORDER BY distinct_entities DESC\\nLIMIT 17;\", \"columns\": [\"class\", \"distinct_entities\"], \"rows\": [{\"class\": \"vgood\", \"distinct_entities\": 1}, {\"class\": \"unacc\", \"distinct_entities\": 1}, {\"class\": \"good\", \"distinct_entities\": 1}, {\"class\": \"acc\", \"distinct_entities\": 1}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 0.94}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..4e0b55218532e1bdf72b604fd1f324ce0867234c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/run_manifest.json
@@ -0,0 +1,93 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:15:49.180818+00:00",
+  "ended_at": "2026-05-19T15:15:59.044979+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_bb0b006ff63ff528",
+    "problem_id": "v2p_c2_59439120446ed49a",
+    "dataset_id": "c2",
+    "template_id": "tpl_clickbench_filtered_distinct_topk",
+    "template_name": "Filtered Top-k Distinct Coverage",
+    "family_id": "subgroup_structure",
+    "canonical_subitem_id": "internal_profile_stability",
+    "intended_facet_id": "subgroup_rank_order",
+    "variant_semantic_role": "ranked_signal_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "support",
+    "extended_family": false,
+    "question": "Use template Filtered Top-k Distinct Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=class.",
+    "bindings": {
+      "group_col": "class",
+      "predicate_col": "persons",
+      "predicate_op": "=",
+      "predicate_value": "4",
+      "entity_col": "class",
+      "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": 0.0,
+      "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",
+      "entity_col",
+      "predicate_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "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=132"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 12,
+    "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_f/c2/sql/v2q_c2_bb0b006ff63ff528.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_bb0b006ff63ff528",
+    "api_calls": 0,
+    "input_tokens": 13765,
+    "cached_input_tokens": 12672,
+    "output_tokens": 405,
+    "total_tokens": 14170,
+    "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": 9859.58,
+    "sql_execution_elapsed_ms_total": 0.94,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/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_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ea2c5c27b34249016d60a532748f7b4d1fb2c8af
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:15:59.042438+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": 9859.58, "started_at": "2026-05-19T15:15:49.181822+00:00", "ended_at": "2026-05-19T15:15:59.041423+00:00", "prompt_metrics": {"chars": 5983, "bytes_utf8": 5983, "lines": 184, "estimated_tokens": null}, "response_metrics": {"chars": 467, "bytes_utf8": 467, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13765, "cached_input_tokens": 12672, "output_tokens": 405, "reasoning_output_tokens": 286}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_filtered_distinct_topk\\nSELECT \\\"class\\\", COUNT(DISTINCT \\\"class\\\") AS distinct_entities\\nFROM \\\"c2\\\"\\nWHERE \\\"persons\\\" = '4'\\nGROUP BY \\\"class\\\"\\nORDER BY distinct_entities DESC\\nLIMIT 17;\",\"notes\":\"Used the planned template and bindings exactly as provided. Since both group_col and entity_col are \\\"class\\\", each qualifying class group will have distinct_entities = 1 when rows with \\\"persons\\\" = '4' exist for that class.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed141f9ae1f0b722b17810afe74b8aaad202c4d7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_bb0b006ff63ff528",
+  "api_calls": 0,
+  "input_tokens": 13765,
+  "cached_input_tokens": 12672,
+  "output_tokens": 405,
+  "total_tokens": 14170,
+  "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": 9859.58,
+  "sql_execution_elapsed_ms_total": 0.94,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_bb0b006ff63ff528/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_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9379b485a3bf392869f3640c16268c359b69771c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5651, "bytes_utf8": 5651, "lines": 178, "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": 316, "bytes_utf8": 316, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13697, "cached_input_tokens": 12672, "output_tokens": 267, "reasoning_output_tokens": 173}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..9a2aaef66b1340db0130c63010b27ee2669519ce
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_c10f2da00f215c3e",
+    "api_calls": 0,
+    "input_tokens": 13697,
+    "cached_input_tokens": 12672,
+    "output_tokens": 267,
+    "total_tokens": 13964,
+    "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": 7880.14,
+    "sql_execution_elapsed_ms_total": 1.82,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/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_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..cf3fedd9fa7e95e80c1df1099ce4b1f8cb00e98a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/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": "2026-05-19T15:01:17.406734+00:00",
+  "ended_at": "2026-05-19T15:01:25.286911+00:00",
+  "elapsed_ms": 7880.14,
+  "prompt_metrics": {
+    "chars": 5651,
+    "bytes_utf8": 5651,
+    "lines": 178,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 673,
+    "bytes_utf8": 673,
+    "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": 316,
+      "bytes_utf8": 316,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13697,
+      "cached_input_tokens": 12672,
+      "output_tokens": 267,
+      "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_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c066ff58e893c5e33e8e209f19bf3eff3fb50d98
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,178 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=safety.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "safety",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3a5b08421c8ccf627ebcbc809ebfee9c08ebaa2c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c1-68d8-73e1-8409-a30dc7b74ef4"}
+{"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    \\\"safety\\\",\\n    COUNT(*) AS support\\nFROM \\\"c2\\\"\\nGROUP BY \\\"safety\\\"\\nORDER BY support ASC, \\\"safety\\\"\\nLIMIT 11;\",\"notes\":\"Applied the planned Low-Support Group Count template with group_col bound to \\\"safety\\\" on the single table \\\"c2\\\".\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13697,"cached_input_tokens":12672,"output_tokens":267,"reasoning_output_tokens":173}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..44b20347557b796ecb0e8f66b65af83b7d792d0f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n    \"safety\",\n    COUNT(*) AS support\nFROM \"c2\"\nGROUP BY \"safety\"\nORDER BY support ASC, \"safety\"\nLIMIT 11;","notes":"Applied the planned Low-Support Group Count template with group_col bound to \"safety\" on the single table \"c2\"."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c10f2da00f215c3e/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d6357c7aee4aa27110be7f459dd8231f9de08edc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5835, "bytes_utf8": 5835, "lines": 180, "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": 13767, "cached_input_tokens": 12672, "output_tokens": 513, "reasoning_output_tokens": 389}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..04a8a87648ea979785d50b4c07fde02f5ed815c7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_c1c3b5a33ad7aff3",
+    "api_calls": 0,
+    "input_tokens": 13767,
+    "cached_input_tokens": 12672,
+    "output_tokens": 513,
+    "total_tokens": 14280,
+    "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": 15235.86,
+    "sql_execution_elapsed_ms_total": 1.49,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/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_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..9f813d298d30bc3af13d47a60b2345187132c70e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/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": "2026-05-19T15:04:36.291651+00:00",
+  "ended_at": "2026-05-19T15:04:51.527548+00:00",
+  "elapsed_ms": 15235.86,
+  "prompt_metrics": {
+    "chars": 5835,
+    "bytes_utf8": 5835,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 830,
+    "bytes_utf8": 830,
+    "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": 452,
+      "bytes_utf8": 452,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13767,
+      "cached_input_tokens": 12672,
+      "output_tokens": 513,
+      "reasoning_output_tokens": 389
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..00903e2138b03797b135757c5e3f2de5e4647558
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_pairwise_sparse_slice_v2",
+    "template_name": "Pairwise Sparse Slice Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "group_col_2"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Pairwise Sparse Slice Count to probe tail_set_consistency with semantic role filtered_stable_view. Focus on group_col=persons, group_col_2=lug_boot.",
+  "planned_template_id": "tpl_tail_pairwise_sparse_slice_v2",
+  "bindings": {
+    "group_col": "persons",
+    "group_col_2": "lug_boot",
+    "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": 0.0,
+    "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    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d8c06152edbcff33937c893d417e27a298eebaaf
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c4-71b4-7021-b6a3-888fa26c4fa9"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_pairwise_sparse_slice_v2\\nSELECT\\n    \\\"persons\\\",\\n    \\\"lug_boot\\\",\\n    COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\", \\\"lug_boot\\\"\\nORDER BY \\\"support\\\" ASC, \\\"persons\\\", \\\"lug_boot\\\"\\nLIMIT 18;\",\"notes\":\"Filled the Pairwise Sparse Slice Count template with group_col=\\\"persons\\\", group_col_2=\\\"lug_boot\\\", and top_k=18. No filter was added because the provided template bindings did not specify one.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13767,"cached_input_tokens":12672,"output_tokens":513,"reasoning_output_tokens":389}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e9cb62e40cc1923e3864cbb8a1cb7a178d57dd33
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_pairwise_sparse_slice_v2\nSELECT\n    \"persons\",\n    \"lug_boot\",\n    COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"persons\", \"lug_boot\"\nORDER BY \"support\" ASC, \"persons\", \"lug_boot\"\nLIMIT 18;","notes":"Filled the Pairwise Sparse Slice Count template with group_col=\"persons\", group_col_2=\"lug_boot\", and top_k=18. No filter was added because the provided template bindings did not specify one."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1c3b5a33ad7aff3/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f83568133b281610178b5a7a845d72ce477269d6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5964, "bytes_utf8": 5964, "lines": 184, "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": 373, "bytes_utf8": 373, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13778, "cached_input_tokens": 0, "output_tokens": 327, "reasoning_output_tokens": 217}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..91ca54b73344c97a271b6c709895955fa47a85bb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_c1df3399e2acdc3d",
+    "api_calls": 0,
+    "input_tokens": 13778,
+    "cached_input_tokens": 0,
+    "output_tokens": 327,
+    "total_tokens": 14105,
+    "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": 8369.26,
+    "sql_execution_elapsed_ms_total": 1.45,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/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_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..a7bd0a59e7df36ab38f8aa6ea664455845149b01
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/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": "2026-05-19T14:59:30.980799+00:00",
+  "ended_at": "2026-05-19T14:59:39.350098+00:00",
+  "elapsed_ms": 8369.26,
+  "prompt_metrics": {
+    "chars": 5964,
+    "bytes_utf8": 5964,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 744,
+    "bytes_utf8": 744,
+    "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": 373,
+      "bytes_utf8": 373,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13778,
+      "cached_input_tokens": 0,
+      "output_tokens": 327,
+      "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_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..cad438393f99ded158adc0674d90826790df0861
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=maint, group_col_2=doors.",
+  "planned_template_id": "tpl_c2_filtered_group_count_2d",
+  "bindings": {
+    "group_col": "maint",
+    "group_col_2": "doors",
+    "predicate_col": "class",
+    "predicate_op": "=",
+    "predicate_value": "unacc",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..05884a1e187bc55dc672c472d75b9f27b6983876
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bf-c92d-7353-bd79-36fccd766b32"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"maint\\\", \\\"doors\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"class\\\" = 'unacc'\\nGROUP BY \\\"maint\\\", \\\"doors\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned Filtered Two-Dimensional Group Count template with group_col=\\\"maint\\\", group_col_2=\\\"doors\\\", and predicate \\\"class\\\" = 'unacc'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13778,"cached_input_tokens":0,"output_tokens":327,"reasoning_output_tokens":217}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fb0425d2798f5fc7bdbfa6125700fc6eb39411e5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"maint\", \"doors\", COUNT(*) AS \"row_count\"\nFROM \"c2\"\nWHERE \"class\" = 'unacc'\nGROUP BY \"maint\", \"doors\"\nORDER BY \"row_count\" DESC;","notes":"Applied the planned Filtered Two-Dimensional Group Count template with group_col=\"maint\", group_col_2=\"doors\", and predicate \"class\" = 'unacc'."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c1df3399e2acdc3d/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b2f3533569229e422185fdd6a34d6a57a21bea43
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5912, "bytes_utf8": 5912, "lines": 183, "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": 549, "bytes_utf8": 549, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13748, "cached_input_tokens": 0, "output_tokens": 303, "reasoning_output_tokens": 164}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..32b0cac01c6a87a244451abf85b6a5ce40446851
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_c26c8628925d8c55",
+    "api_calls": 0,
+    "input_tokens": 13748,
+    "cached_input_tokens": 0,
+    "output_tokens": 303,
+    "total_tokens": 14051,
+    "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": 10123.61,
+    "sql_execution_elapsed_ms_total": 2.04,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/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_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..282874a07bff0866a15382d28feaad8778554972
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/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": "2026-05-19T14:54:35.651015+00:00",
+  "ended_at": "2026-05-19T14:54:45.774651+00:00",
+  "elapsed_ms": 10123.61,
+  "prompt_metrics": {
+    "chars": 5912,
+    "bytes_utf8": 5912,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 904,
+    "bytes_utf8": 904,
+    "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": 549,
+      "bytes_utf8": 549,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13748,
+      "cached_input_tokens": 0,
+      "output_tokens": 303,
+      "reasoning_output_tokens": 164
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..34d65194e84c4bdc02091f661b57d983ee56e058
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=persons, condition_col=persons.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "persons",
+    "condition_col": "persons",
+    "condition_value": "2",
+    "positive_value": "2",
+    "negative_value": "4",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..536ae12fa1fd670be84f86f0386219793ce4cd94
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bb-478a-7cc1-b2ba-18c06fb657f3"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"persons\\\",\\n       AVG(CASE WHEN \\\"persons\\\" = '2' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col=\\\"persons\\\" and condition_col=\\\"persons\\\", using condition_value='2'. Because the grouping column and condition column are the same, this computes a trivial within-group proportion: the \\\"2\\\" group will have rate 1.0 and other groups will have rate 0.0.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13748,"cached_input_tokens":0,"output_tokens":303,"reasoning_output_tokens":164}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ca5921778ee4dc47a51d35c773739547c0906d3c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"persons\",\n       AVG(CASE WHEN \"persons\" = '2' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"c2\"\nGROUP BY \"persons\"\nORDER BY condition_rate DESC;","notes":"Applied the provided Grouped Condition Rate template with group_col=\"persons\" and condition_col=\"persons\", using condition_value='2'. Because the grouping column and condition column are the same, this computes a trivial within-group proportion: the \"2\" group will have rate 1.0 and other groups will have rate 0.0."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c26c8628925d8c55/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..64351d21182fd1ae6ee5d71ac8cb2a4190bd49c4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5576, "bytes_utf8": 5576, "lines": 178, "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": 13663, "cached_input_tokens": 0, "output_tokens": 513, "reasoning_output_tokens": 428}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..958cc7f95deb4395819b1a3f385e83cb17501c33
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_c4ddb622da50e615",
+    "api_calls": 0,
+    "input_tokens": 13663,
+    "cached_input_tokens": 0,
+    "output_tokens": 513,
+    "total_tokens": 14176,
+    "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": 12596.3,
+    "sql_execution_elapsed_ms_total": 1.13,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/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_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..b03190de3b4b9e47471ac336ecac1a62ccf06918
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/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": "2026-05-19T14:54:14.374531+00:00",
+  "ended_at": "2026-05-19T14:54:26.970859+00:00",
+  "elapsed_ms": 12596.3,
+  "prompt_metrics": {
+    "chars": 5576,
+    "bytes_utf8": 5576,
+    "lines": 178,
+    "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": 13663,
+      "cached_input_tokens": 0,
+      "output_tokens": 513,
+      "reasoning_output_tokens": 428
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e20ec114bd19bf0b7f243f920cc217dd5ceec295
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,178 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=lug_boot.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "lug_boot",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0a4cb64e0f66cc1ed7f5abd5db494bb8ea9abca1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ba-f488-7bc2-a08a-c47a3c6f3530"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"lug_boot\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template with group_col bound to \\\"lug_boot\\\" to show the count distribution of car configurations by luggage boot size.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13663,"cached_input_tokens":0,"output_tokens":513,"reasoning_output_tokens":428}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6ce034551f55216f971099b4901f46d7a490e8f3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"lug_boot\", COUNT(*) AS \"row_count\"\nFROM \"c2\"\nGROUP BY \"lug_boot\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned grouped-count template with group_col bound to \"lug_boot\" to show the count distribution of car configurations by luggage boot size."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c4ddb622da50e615/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3b328548d47dfd5f56926bfaf9da88004657719a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/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=maint, condition_col=maint.
+Result preview: [{"maint": "low", "condition_rate": 1.0}, {"maint": "vhigh", "condition_rate": 0.0}, {"maint": "med", "condition_rate": 0.0}, {"maint": "high", "condition_rate": 0.0}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..412463898ed71082d206f2ac33272315d98d4c23
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_c2_c6042d813b712ec5
+-- problem_id: v2p_c2_a7e74af9f5ec0d4a
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "maint",
+       AVG(CASE WHEN "maint" = 'low' THEN 1 ELSE 0 END) AS "condition_rate"
+FROM "c2"
+GROUP BY "maint"
+ORDER BY "condition_rate" DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..1f6916d93fd95b0dd9ff8e5544d631b30018d231
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/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 \"maint\",\n       AVG(CASE WHEN \"maint\" = 'low' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"c2\"\nGROUP BY \"maint\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"maint\\\",\\n       AVG(CASE WHEN \\\"maint\\\" = 'low' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"maint\", \"condition_rate\"], \"rows\": [{\"maint\": \"low\", \"condition_rate\": 1.0}, {\"maint\": \"vhigh\", \"condition_rate\": 0.0}, {\"maint\": \"med\", \"condition_rate\": 0.0}, {\"maint\": \"high\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.41}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..185eb283f33642a8a3e7c6e21ed606e993f8ec90
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T14:56:24.748542+00:00",
+  "ended_at": "2026-05-19T14:56:34.569453+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_c6042d813b712ec5",
+    "problem_id": "v2p_c2_a7e74af9f5ec0d4a",
+    "dataset_id": "c2",
+    "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=maint, condition_col=maint.",
+    "bindings": {
+      "group_col": "maint",
+      "condition_col": "maint",
+      "condition_value": "low",
+      "positive_value": "high",
+      "negative_value": "low",
+      "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": 0.0,
+      "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=6",
+      "sql_variant_index=2/2",
+      "binding_index=29"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 3,
+    "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",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/sql/v2q_c2_c6042d813b712ec5.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_c6042d813b712ec5",
+    "api_calls": 0,
+    "input_tokens": 13748,
+    "cached_input_tokens": 0,
+    "output_tokens": 404,
+    "total_tokens": 14152,
+    "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": 9815.59,
+    "sql_execution_elapsed_ms_total": 1.41,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/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_f/c2/artifacts/v2q_c2_c6042d813b712ec5/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d2fe0c12b0e223033d81b47f877be5ab9d0e2932
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T14:56:34.566089+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": 9815.59, "started_at": "2026-05-19T14:56:24.749279+00:00", "ended_at": "2026-05-19T14:56:34.564899+00:00", "prompt_metrics": {"chars": 5904, "bytes_utf8": 5904, "lines": 183, "estimated_tokens": null}, "response_metrics": {"chars": 509, "bytes_utf8": 509, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13748, "cached_input_tokens": 0, "output_tokens": 404, "reasoning_output_tokens": 271}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"maint\\\",\\n       AVG(CASE WHEN \\\"maint\\\" = 'low' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col and condition_col both bound to \\\"maint\\\" and condition_value bound to 'low'. Because the grouping column matches the condition column, the resulting rate is 1 for the 'low' group and 0 for all other maint groups.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..2a3347ea2899d6b5ff31df69b9c86011b26dba95
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_c6042d813b712ec5",
+  "api_calls": 0,
+  "input_tokens": 13748,
+  "cached_input_tokens": 0,
+  "output_tokens": 404,
+  "total_tokens": 14152,
+  "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": 9815.59,
+  "sql_execution_elapsed_ms_total": 1.41,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c6042d813b712ec5/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_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ae974800b7d895375b9533adf19702b501323a51
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Pairwise Sparse Slice Count to probe tail_set_consistency with semantic role filtered_stable_view. Focus on group_col=doors, group_col_2=safety.
+Result preview: [{"doors": "2", "safety": "high", "support": 144}, {"doors": "2", "safety": "low", "support": 144}, {"doors": "2", "safety": "med", "support": 144}, {"doors": "3", "safety": "high", "support": 144}, {"doors": "3", "safety": "low", "support": 144}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..407fd67c3a81c17d39a7571d01a3c2cb9d3ba7eb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/generated_sql.sql
@@ -0,0 +1,21 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: tail_rarity_structure
+-- canonical_subitem_id: tail_set_consistency
+-- intended_facet_id: low_support_extremes
+-- variant_semantic_role: filtered_stable_view
+-- template_id: tpl_tail_pairwise_sparse_slice_v2
+-- query_record_id: v2q_c2_c9390ef0abba41b5
+-- problem_id: v2p_c2_c316b358208eaa20
+-- realization_mode: agent
+-- source_kind: agent
+SELECT
+  "doors",
+  "safety",
+  COUNT(*) AS "support"
+FROM "c2"
+GROUP BY "doors", "safety"
+ORDER BY "support" ASC, "doors", "safety"
+LIMIT 16;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6376d5bcc11a53b7af1985dfc2f66c735002e23b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/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_tail_pairwise_sparse_slice_v2\nSELECT\n  \"doors\",\n  \"safety\",\n  COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"doors\", \"safety\"\nORDER BY \"support\" ASC, \"doors\", \"safety\"\nLIMIT 16;", "result": "{\"query\": \"-- template_id: tpl_tail_pairwise_sparse_slice_v2\\nSELECT\\n  \\\"doors\\\",\\n  \\\"safety\\\",\\n  COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\", \\\"safety\\\"\\nORDER BY \\\"support\\\" ASC, \\\"doors\\\", \\\"safety\\\"\\nLIMIT 16;\", \"columns\": [\"doors\", \"safety\", \"support\"], \"rows\": [{\"doors\": \"2\", \"safety\": \"high\", \"support\": 144}, {\"doors\": \"2\", \"safety\": \"low\", \"support\": 144}, {\"doors\": \"2\", \"safety\": \"med\", \"support\": 144}, {\"doors\": \"3\", \"safety\": \"high\", \"support\": 144}, {\"doors\": \"3\", \"safety\": \"low\", \"support\": 144}, {\"doors\": \"3\", \"safety\": \"med\", \"support\": 144}, {\"doors\": \"4\", \"safety\": \"high\", \"support\": 144}, {\"doors\": \"4\", \"safety\": \"low\", \"support\": 144}, {\"doors\": \"4\", \"safety\": \"med\", \"support\": 144}, {\"doors\": \"5more\", \"safety\": \"high\", \"support\": 144}, {\"doors\": \"5more\", \"safety\": \"low\", \"support\": 144}, {\"doors\": \"5more\", \"safety\": \"med\", \"support\": 144}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.42}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..4a0c5dbd4c7d5bb84510b0c6afa8f160a45112a3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/run_manifest.json
@@ -0,0 +1,89 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:04:07.279357+00:00",
+  "ended_at": "2026-05-19T15:04:16.828805+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_c9390ef0abba41b5",
+    "problem_id": "v2p_c2_c316b358208eaa20",
+    "dataset_id": "c2",
+    "template_id": "tpl_tail_pairwise_sparse_slice_v2",
+    "template_name": "Pairwise Sparse Slice Count",
+    "family_id": "tail_rarity_structure",
+    "canonical_subitem_id": "tail_set_consistency",
+    "intended_facet_id": "low_support_extremes",
+    "variant_semantic_role": "filtered_stable_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "support",
+    "extended_family": false,
+    "question": "Use template Pairwise Sparse Slice Count to probe tail_set_consistency with semantic role filtered_stable_view. Focus on group_col=doors, group_col_2=safety.",
+    "bindings": {
+      "group_col": "doors",
+      "group_col_2": "safety",
+      "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": 0.0,
+      "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",
+      "group_col_2"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT\n    {group_col},\n    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=low_support_extremes",
+      "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_f/c2/sql/v2q_c2_c9390ef0abba41b5.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_c9390ef0abba41b5",
+    "api_calls": 0,
+    "input_tokens": 13766,
+    "cached_input_tokens": 12672,
+    "output_tokens": 357,
+    "total_tokens": 14123,
+    "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": 9544.87,
+    "sql_execution_elapsed_ms_total": 1.42,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/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_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..fbb92a43b195257303a564dcbb5e6b3f51859d38
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:04:16.826103+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": 9544.87, "started_at": "2026-05-19T15:04:07.280400+00:00", "ended_at": "2026-05-19T15:04:16.825300+00:00", "prompt_metrics": {"chars": 5827, "bytes_utf8": 5827, "lines": 180, "estimated_tokens": null}, "response_metrics": {"chars": 376, "bytes_utf8": 376, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13766, "cached_input_tokens": 12672, "output_tokens": 357, "reasoning_output_tokens": 244}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tail_pairwise_sparse_slice_v2\\nSELECT\\n  \\\"doors\\\",\\n  \\\"safety\\\",\\n  COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\", \\\"safety\\\"\\nORDER BY \\\"support\\\" ASC, \\\"doors\\\", \\\"safety\\\"\\nLIMIT 16;\",\"notes\":\"Counts sparse pairwise slices for \\\"doors\\\" and \\\"safety\\\" in \\\"c2\\\", ordered from lowest support to highest, using the planned template.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..ba8ac237f56d787fda73f5b7c3514b2daf40cfcb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_c9390ef0abba41b5",
+  "api_calls": 0,
+  "input_tokens": 13766,
+  "cached_input_tokens": 12672,
+  "output_tokens": 357,
+  "total_tokens": 14123,
+  "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": 9544.87,
+  "sql_execution_elapsed_ms_total": 1.42,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_c9390ef0abba41b5/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_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..711fd7ecbc886331b3d012dc60b08eab37cb5f3c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5955, "bytes_utf8": 5955, "lines": 183, "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": 487, "bytes_utf8": 487, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13787, "cached_input_tokens": 12672, "output_tokens": 454, "reasoning_output_tokens": 314}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..70031aab1d2db2d7d3250a1d66569ca87d2d51e6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_cb40237ff4f010f2",
+    "api_calls": 0,
+    "input_tokens": 13787,
+    "cached_input_tokens": 12672,
+    "output_tokens": 454,
+    "total_tokens": 14241,
+    "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": 10562.44,
+    "sql_execution_elapsed_ms_total": 1.37,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/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_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..522e15a3e170cc74e8f998de4d5259d85bb6e01d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/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": "2026-05-19T15:10:08.879320+00:00",
+  "ended_at": "2026-05-19T15:10:19.441783+00:00",
+  "elapsed_ms": 10562.44,
+  "prompt_metrics": {
+    "chars": 5955,
+    "bytes_utf8": 5955,
+    "lines": 183,
+    "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": 487,
+      "bytes_utf8": 487,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13787,
+      "cached_input_tokens": 12672,
+      "output_tokens": 454,
+      "reasoning_output_tokens": 314
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4242dbfbed27fccb202e99880c50bc4b9988dd08
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Two-Axis Target Rate Surface to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=persons, group_col_2=class, target_col=class.",
+  "planned_template_id": "tpl_c2_two_dim_target_rate",
+  "bindings": {
+    "group_col": "persons",
+    "group_col_2": "class",
+    "target_col": "class",
+    "target_value": "acc",
+    "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": 0.0,
+    "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},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9518288e34bea6b39d6b48cc52381552916964ca
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c9-84fd-7e72-a7d1-3f55b3c4b066"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"persons\\\", \\\"class\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'acc' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\", \\\"class\\\"\\nORDER BY \\\"target_rate\\\" DESC;\",\"notes\":\"Uses the required template with group_col=\\\"persons\\\", group_col_2=\\\"class\\\", and target_col=\\\"class\\\". Because the query also groups by \\\"class\\\", each persons/class group yields a target_rate of 1.0 when class='acc' and 0.0 otherwise.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13787,"cached_input_tokens":12672,"output_tokens":454,"reasoning_output_tokens":314}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b1c8669ad17edbd88738b0e2dc54e5961ec22fab
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_two_dim_target_rate\nSELECT \"persons\", \"class\",\n       AVG(CASE WHEN \"class\" = 'acc' THEN 1 ELSE 0 END) AS \"target_rate\"\nFROM \"c2\"\nGROUP BY \"persons\", \"class\"\nORDER BY \"target_rate\" DESC;","notes":"Uses the required template with group_col=\"persons\", group_col_2=\"class\", and target_col=\"class\". Because the query also groups by \"class\", each persons/class group yields a target_rate of 1.0 when class='acc' and 0.0 otherwise."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cb40237ff4f010f2/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4ff6500f127a87de3b4ef72e64f0c9c9872fe91f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role filtered_stable_view. Focus on group_col=doors.
+Result preview: [{"doors": "5more", "support": 18}, {"doors": "4", "support": 18}, {"doors": "3", "support": 18}, {"doors": "2", "support": 15}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..07bf1886bd075a674e9792b526c3efae886056b2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/generated_sql.sql
@@ -0,0 +1,19 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: subgroup_structure
+-- canonical_subitem_id: subgroup_size_stability
+-- intended_facet_id: subgroup_distribution_shift
+-- variant_semantic_role: filtered_stable_view
+-- template_id: tpl_clickbench_filtered_topk_group_count
+-- query_record_id: v2q_c2_ccc85b79b09969a5
+-- problem_id: v2p_c2_aa8fb0462873d0c3
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "doors", COUNT(*) AS support
+FROM "c2"
+WHERE "class" = 'good'
+GROUP BY "doors"
+ORDER BY support DESC
+LIMIT 19;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f99cbbf85fc582fa52c1295c0ea6ad78f059295a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/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_clickbench_filtered_topk_group_count\nSELECT \"doors\", COUNT(*) AS support\nFROM \"c2\"\nWHERE \"class\" = 'good'\nGROUP BY \"doors\"\nORDER BY support DESC\nLIMIT 19;", "result": "{\"query\": \"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"doors\\\", COUNT(*) AS support\\nFROM \\\"c2\\\"\\nWHERE \\\"class\\\" = 'good'\\nGROUP BY \\\"doors\\\"\\nORDER BY support DESC\\nLIMIT 19;\", \"columns\": [\"doors\", \"support\"], \"rows\": [{\"doors\": \"5more\", \"support\": 18}, {\"doors\": \"4\", \"support\": 18}, {\"doors\": \"3\", \"support\": 18}, {\"doors\": \"2\", \"support\": 15}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 0.62}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..d90e342e9df05fc0e2c8a5452ed49b75af9047fd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/run_manifest.json
@@ -0,0 +1,91 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:13:42.384565+00:00",
+  "ended_at": "2026-05-19T15:13:50.814233+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_ccc85b79b09969a5",
+    "problem_id": "v2p_c2_aa8fb0462873d0c3",
+    "dataset_id": "c2",
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "family_id": "subgroup_structure",
+    "canonical_subitem_id": "subgroup_size_stability",
+    "intended_facet_id": "subgroup_distribution_shift",
+    "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 Filtered Top-k Group Count to probe subgroup_size_stability with semantic role filtered_stable_view. Focus on group_col=doors.",
+    "bindings": {
+      "group_col": "doors",
+      "predicate_col": "class",
+      "predicate_op": "=",
+      "predicate_value": "good",
+      "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": 0.0,
+      "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",
+      "predicate_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=subgroup_distribution_shift",
+      "template_selection_mode=rule",
+      "problem_index_within_template=7",
+      "sql_variant_index=2/2",
+      "binding_index=114"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 10,
+    "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_f/c2/sql/v2q_c2_ccc85b79b09969a5.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_ccc85b79b09969a5",
+    "api_calls": 0,
+    "input_tokens": 13735,
+    "cached_input_tokens": 12672,
+    "output_tokens": 296,
+    "total_tokens": 14031,
+    "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": 8424.58,
+    "sql_execution_elapsed_ms_total": 0.62,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/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_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6e894f4527cd7e2cb4b3499f5ceeedcaa5df4f71
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:13:50.811699+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": 8424.58, "started_at": "2026-05-19T15:13:42.385607+00:00", "ended_at": "2026-05-19T15:13:50.810223+00:00", "prompt_metrics": {"chars": 5846, "bytes_utf8": 5846, "lines": 182, "estimated_tokens": null}, "response_metrics": {"chars": 317, "bytes_utf8": 317, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13735, "cached_input_tokens": 12672, "output_tokens": 296, "reasoning_output_tokens": 205}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"doors\\\", COUNT(*) AS support\\nFROM \\\"c2\\\"\\nWHERE \\\"class\\\" = 'good'\\nGROUP BY \\\"doors\\\"\\nORDER BY support DESC\\nLIMIT 19;\",\"notes\":\"Uses the planned Filtered Top-k Group Count template with group_col=\\\"doors\\\" and filter \\\"class\\\" = 'good'.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..6c212cb2779174639bbca9b06ffcd06a32521a43
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_ccc85b79b09969a5",
+  "api_calls": 0,
+  "input_tokens": 13735,
+  "cached_input_tokens": 12672,
+  "output_tokens": 296,
+  "total_tokens": 14031,
+  "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": 8424.58,
+  "sql_execution_elapsed_ms_total": 0.62,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ccc85b79b09969a5/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_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..93a4557bf8b5d043cae13c9efb2707ee3053a55e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5572, "bytes_utf8": 5572, "lines": 178, "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": 333, "bytes_utf8": 333, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13663, "cached_input_tokens": 12672, "output_tokens": 251, "reasoning_output_tokens": 164}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..1c490845d551c8478b59d317a8cf3dde0062a845
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_cea252488b4588e2",
+    "api_calls": 0,
+    "input_tokens": 13663,
+    "cached_input_tokens": 12672,
+    "output_tokens": 251,
+    "total_tokens": 13914,
+    "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": 7905.43,
+    "sql_execution_elapsed_ms_total": 0.76,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/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_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..57465b5a6467f3fb854283a8b91b2b776c93fda5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/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": "2026-05-19T14:53:41.965272+00:00",
+  "ended_at": "2026-05-19T14:53:49.870724+00:00",
+  "elapsed_ms": 7905.43,
+  "prompt_metrics": {
+    "chars": 5572,
+    "bytes_utf8": 5572,
+    "lines": 178,
+    "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": 333,
+      "bytes_utf8": 333,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13663,
+      "cached_input_tokens": 12672,
+      "output_tokens": 251,
+      "reasoning_output_tokens": 164
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..cb2f6146ef5becd7a2315ec7125c68360d037f27
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,178 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=buying.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "buying",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d82ce4cab4b54dee122d478e0e17e76b60555651
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ba-75ef-7390-a6f0-3084ba7bd283"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"buying\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned Grouped Count by Category template with group_col bound to \\\"buying\\\" to inspect the count distribution of rows across buying-price categories.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13663,"cached_input_tokens":12672,"output_tokens":251,"reasoning_output_tokens":164}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9187b1453d249add3444651444a905a736da4ac5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"buying\", COUNT(*) AS \"row_count\"\nFROM \"c2\"\nGROUP BY \"buying\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned Grouped Count by Category template with group_col bound to \"buying\" to inspect the count distribution of rows across buying-price categories."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cea252488b4588e2/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..67bf77456a8d9547d6f958d5d10470adf3e50a22
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5901, "bytes_utf8": 5901, "lines": 183, "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": 461, "bytes_utf8": 461, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13747, "cached_input_tokens": 12672, "output_tokens": 295, "reasoning_output_tokens": 167}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..03bcccd90e654e814d372ede24ec6637087b2e3d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_cf33bbd3fd1c7c39",
+    "api_calls": 0,
+    "input_tokens": 13747,
+    "cached_input_tokens": 12672,
+    "output_tokens": 295,
+    "total_tokens": 14042,
+    "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": 8182.58,
+    "sql_execution_elapsed_ms_total": 1.26,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/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_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..62a6badfaa69b8e2a4c027ec8036d8414a3e81e7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/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": "2026-05-19T14:56:48.904508+00:00",
+  "ended_at": "2026-05-19T14:56:57.087126+00:00",
+  "elapsed_ms": 8182.58,
+  "prompt_metrics": {
+    "chars": 5901,
+    "bytes_utf8": 5901,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 816,
+    "bytes_utf8": 816,
+    "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": 461,
+      "bytes_utf8": 461,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13747,
+      "cached_input_tokens": 12672,
+      "output_tokens": 295,
+      "reasoning_output_tokens": 167
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..920aca61ff1491505d1a4304ddc2114e9ab61f43
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=doors, condition_col=doors.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "doors",
+    "condition_col": "doors",
+    "condition_value": "3",
+    "positive_value": "2",
+    "negative_value": "3",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9db3b0c4e360334634ad5bd8195db568be43a4cc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bd-500b-70a1-a4a3-764284ebe808"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"doors\\\",\\n       AVG(CASE WHEN \\\"doors\\\" = '3' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"doors\\\" and condition_col=\\\"doors\\\". Because the grouping column and condition column are the same, each group's rate is 1.0 for doors='3' and 0.0 for all other door groups.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13747,"cached_input_tokens":12672,"output_tokens":295,"reasoning_output_tokens":167}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0d03c2fde07a2da09b8206c2a3e82a56b9f5399d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"doors\",\n       AVG(CASE WHEN \"doors\" = '3' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"c2\"\nGROUP BY \"doors\"\nORDER BY condition_rate DESC;","notes":"Uses the planned Grouped Condition Rate template with group_col=\"doors\" and condition_col=\"doors\". Because the grouping column and condition column are the same, each group's rate is 1.0 for doors='3' and 0.0 for all other door groups."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_cf33bbd3fd1c7c39/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..e4324d3015bd607d85ac55435d0f81a32a04fcf6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5995, "bytes_utf8": 5995, "lines": 181, "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": 453, "bytes_utf8": 453, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13801, "cached_input_tokens": 12672, "output_tokens": 331, "reasoning_output_tokens": 198}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..7ab7e6991436bdc22d3af39c0c433ac78b005ef0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_d0467bdbc852e63f",
+    "api_calls": 0,
+    "input_tokens": 13801,
+    "cached_input_tokens": 12672,
+    "output_tokens": 331,
+    "total_tokens": 14132,
+    "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": 10295.02,
+    "sql_execution_elapsed_ms_total": 1.08,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/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_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f6d6a017b0110f5fddf454d5739f965b485aa68c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/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": "2026-05-19T15:05:21.100382+00:00",
+  "ended_at": "2026-05-19T15:05:31.395426+00:00",
+  "elapsed_ms": 10295.02,
+  "prompt_metrics": {
+    "chars": 5995,
+    "bytes_utf8": 5995,
+    "lines": 181,
+    "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": 453,
+      "bytes_utf8": 453,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13801,
+      "cached_input_tokens": 12672,
+      "output_tokens": 331,
+      "reasoning_output_tokens": 198
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..42c1862038d698dd4b9c3b420f665d2b53ab1f08
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,181 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=maint, target_col=class.",
+  "planned_template_id": "tpl_tail_target_rate_extremes_v2",
+  "bindings": {
+    "group_col": "maint",
+    "target_col": "class",
+    "target_value": "acc",
+    "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": 0.0,
+    "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,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7cd8c06212f636bcf3efae4ba9bf69cb3cb4b8a0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c5-20ce-7de1-9fd9-7a10b086da3d"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"maint\\\",\\n    COUNT(*) AS support,\\n    AVG(CASE WHEN \\\"class\\\" = 'acc' THEN 1 ELSE 0 END) AS focus_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\"\\nHAVING COUNT(*) >= 4\\nORDER BY focus_rate DESC, support ASC\\nLIMIT 15;\",\"notes\":\"Applies the Tail Target-Rate Extremes template with group_col=\\\"maint\\\" and target_col=\\\"class\\\", measuring the rate of class='acc' per maintenance-cost group.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13801,"cached_input_tokens":12672,"output_tokens":331,"reasoning_output_tokens":198}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..57f60aebfcc8c5b3f1d42e163433dd736c32d809
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_target_rate_extremes_v2\nSELECT\n    \"maint\",\n    COUNT(*) AS support,\n    AVG(CASE WHEN \"class\" = 'acc' THEN 1 ELSE 0 END) AS focus_rate\nFROM \"c2\"\nGROUP BY \"maint\"\nHAVING COUNT(*) >= 4\nORDER BY focus_rate DESC, support ASC\nLIMIT 15;","notes":"Applies the Tail Target-Rate Extremes template with group_col=\"maint\" and target_col=\"class\", measuring the rate of class='acc' per maintenance-cost group."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d0467bdbc852e63f/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..11ea1c1005943d1d675f97f81941bdad53208344
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6459, "bytes_utf8": 6459, "lines": 183, "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": 811, "bytes_utf8": 811, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13895, "cached_input_tokens": 0, "output_tokens": 718, "reasoning_output_tokens": 505}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..5284d0204cc39586c4ce459ebdef94e3b9a6a0bd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_d047e8202870f8bc",
+    "api_calls": 0,
+    "input_tokens": 13895,
+    "cached_input_tokens": 0,
+    "output_tokens": 718,
+    "total_tokens": 14613,
+    "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": 12594.23,
+    "sql_execution_elapsed_ms_total": 1.1,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/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_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ebca5caa811f4c7c961b980a26d5a2c92a788a37
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/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": "2026-05-19T14:57:47.715670+00:00",
+  "ended_at": "2026-05-19T14:58:00.309924+00:00",
+  "elapsed_ms": 12594.23,
+  "prompt_metrics": {
+    "chars": 6459,
+    "bytes_utf8": 6459,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1176,
+    "bytes_utf8": 1176,
+    "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": 811,
+      "bytes_utf8": 811,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13895,
+      "cached_input_tokens": 0,
+      "output_tokens": 718,
+      "reasoning_output_tokens": 505
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1b96d2b59b246d9a27f61b220fff72d9985eb9ca
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=doors, condition_col=doors.",
+  "planned_template_id": "tpl_m4_group_ratio_two_conditions",
+  "bindings": {
+    "group_col": "doors",
+    "condition_col": "doors",
+    "condition_value": "2",
+    "positive_value": "2",
+    "negative_value": "3",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..417754400ee4eb87b104b47345ed135cee59e99c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40be-35aa-79c3-bda1-a0c9ff978172"}
+{"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 \\\"doors\\\",\\n           SUM(CASE WHEN \\\"doors\\\" = '2' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"doors\\\" = '3' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"c2\\\"\\n    GROUP BY \\\"doors\\\"\\n)\\nSELECT \\\"doors\\\",\\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 exactly with group_col=\\\"doors\\\" and condition_col=\\\"doors\\\", using positive_value='2' and negative_value='3'. Because the grouping column and condition column are the same, this is a degenerate self-grouping setup: the '3' group yields 0.0, while groups with denominator_count = 0 return NULL.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13895,"cached_input_tokens":0,"output_tokens":718,"reasoning_output_tokens":505}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b7232b94cbad47f45a9e2827a93bca09789c2e0e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n    SELECT \"doors\",\n           SUM(CASE WHEN \"doors\" = '2' THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN \"doors\" = '3' THEN 1 ELSE 0 END) AS denominator_count\n    FROM \"c2\"\n    GROUP BY \"doors\"\n)\nSELECT \"doors\",\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 exactly with group_col=\"doors\" and condition_col=\"doors\", using positive_value='2' and negative_value='3'. Because the grouping column and condition column are the same, this is a degenerate self-grouping setup: the '3' group yields 0.0, while groups with denominator_count = 0 return NULL."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d047e8202870f8bc/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..55b662946a08f43694e430f35b0bfecc33392840
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/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=lug_boot, condition_col=lug_boot.
+Result preview: [{"lug_boot": "big", "condition_rate": 1.0}, {"lug_boot": "small", "condition_rate": 0.0}, {"lug_boot": "med", "condition_rate": 0.0}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..6a7b090d24022ce662892576d58806df48e23c61
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_c2_d129fbabe80d2078
+-- problem_id: v2p_c2_729159219f1e7ec6
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "lug_boot",
+       AVG(CASE WHEN "lug_boot" = 'big' THEN 1 ELSE 0 END) AS condition_rate
+FROM "c2"
+GROUP BY "lug_boot"
+ORDER BY condition_rate DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..dc2ddd34c897915863dbe0a91f463d919fa49c03
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/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 \"lug_boot\",\n       AVG(CASE WHEN \"lug_boot\" = 'big' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"c2\"\nGROUP BY \"lug_boot\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"lug_boot\\\",\\n       AVG(CASE WHEN \\\"lug_boot\\\" = 'big' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"lug_boot\", \"condition_rate\"], \"rows\": [{\"lug_boot\": \"big\", \"condition_rate\": 1.0}, {\"lug_boot\": \"small\", \"condition_rate\": 0.0}, {\"lug_boot\": \"med\", \"condition_rate\": 0.0}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.22}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..293021f88682ef044beade0e4f8a5d3af92d1775
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T14:57:16.372265+00:00",
+  "ended_at": "2026-05-19T14:57:25.393448+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_d129fbabe80d2078",
+    "problem_id": "v2p_c2_729159219f1e7ec6",
+    "dataset_id": "c2",
+    "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=lug_boot, condition_col=lug_boot.",
+    "bindings": {
+      "group_col": "lug_boot",
+      "condition_col": "lug_boot",
+      "condition_value": "big",
+      "positive_value": "big",
+      "negative_value": "med",
+      "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": 0.0,
+      "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=pairwise_conditional_dependency",
+      "template_selection_mode=rule",
+      "problem_index_within_template=9",
+      "sql_variant_index=1/2",
+      "binding_index=32"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 3,
+    "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",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/sql/v2q_c2_d129fbabe80d2078.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_d129fbabe80d2078",
+    "api_calls": 0,
+    "input_tokens": 13752,
+    "cached_input_tokens": 0,
+    "output_tokens": 303,
+    "total_tokens": 14055,
+    "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": 9013.08,
+    "sql_execution_elapsed_ms_total": 2.22,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/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_f/c2/artifacts/v2q_c2_d129fbabe80d2078/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..3a00e7fcd568e16bfeb7c2ad7fb1b5b05571a9e8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T14:57:25.388448+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": 9013.08, "started_at": "2026-05-19T14:57:16.373757+00:00", "ended_at": "2026-05-19T14:57:25.386875+00:00", "prompt_metrics": {"chars": 5922, "bytes_utf8": 5922, "lines": 183, "estimated_tokens": null}, "response_metrics": {"chars": 482, "bytes_utf8": 482, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13752, "cached_input_tokens": 0, "output_tokens": 303, "reasoning_output_tokens": 178}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"lug_boot\\\",\\n       AVG(CASE WHEN \\\"lug_boot\\\" = 'big' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col and condition_col both bound to \\\"lug_boot\\\" and condition_value bound to 'big'. This measures, for each lug_boot category, the within-group proportion of rows where lug_boot='big'.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..b892b86e076cf96ddba0ebb362814ef19c047abb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_d129fbabe80d2078",
+  "api_calls": 0,
+  "input_tokens": 13752,
+  "cached_input_tokens": 0,
+  "output_tokens": 303,
+  "total_tokens": 14055,
+  "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": 9013.08,
+  "sql_execution_elapsed_ms_total": 2.22,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d129fbabe80d2078/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_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0c83233cc1f0651e08946fbd0fa3520aa618d2c1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5772, "bytes_utf8": 5772, "lines": 180, "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": 397, "bytes_utf8": 397, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13712, "cached_input_tokens": 0, "output_tokens": 260, "reasoning_output_tokens": 156}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..99fbae6584ba8a72e0811844fd4ce20916b7dcb3
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_d1ccff1bef2972a0",
+    "api_calls": 0,
+    "input_tokens": 13712,
+    "cached_input_tokens": 0,
+    "output_tokens": 260,
+    "total_tokens": 13972,
+    "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": 8823.55,
+    "sql_execution_elapsed_ms_total": 1.02,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/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_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..afc8c87446c843bfe2dc27fa3ab75f798a62f5cb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/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": "2026-05-19T14:53:04.314219+00:00",
+  "ended_at": "2026-05-19T14:53:13.137806+00:00",
+  "elapsed_ms": 8823.55,
+  "prompt_metrics": {
+    "chars": 5772,
+    "bytes_utf8": 5772,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 756,
+    "bytes_utf8": 756,
+    "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": 397,
+      "bytes_utf8": 397,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13712,
+      "cached_input_tokens": 0,
+      "output_tokens": 260,
+      "reasoning_output_tokens": 156
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c6cd719c2372ae4d5115805e92cbe15efec59247
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_distinct_topk",
+    "template_name": "Top-k Groups by Distinct Entity Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Top-k Groups by Distinct Entity Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=class.",
+  "planned_template_id": "tpl_clickbench_group_distinct_topk",
+  "bindings": {
+    "group_col": "class",
+    "entity_col": "class",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..642fd0617489630c8101c1ae228536e543dfcbf5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40b9-e2aa-7e31-9d0d-76d7fc2719a0"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_distinct_topk\\nSELECT \\\"class\\\", COUNT(DISTINCT \\\"class\\\") AS \\\"distinct_entities\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY \\\"distinct_entities\\\" DESC\\nLIMIT 11;\",\"notes\":\"Used the required template with group_col bound to \\\"class\\\" and entity_col also bound to \\\"class\\\" as provided; this yields distinct_entities=1 for each non-null class group.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13712,"cached_input_tokens":0,"output_tokens":260,"reasoning_output_tokens":156}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e4e8eab9e9feb41a51ff76be3a00fdd49d41d32a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_distinct_topk\nSELECT \"class\", COUNT(DISTINCT \"class\") AS \"distinct_entities\"\nFROM \"c2\"\nGROUP BY \"class\"\nORDER BY \"distinct_entities\" DESC\nLIMIT 11;","notes":"Used the required template with group_col bound to \"class\" and entity_col also bound to \"class\" as provided; this yields distinct_entities=1 for each non-null class group."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d1ccff1bef2972a0/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b24557e500af86c62a6fdd32bf1e689161f32113
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role filtered_stable_view. Focus on group_col=safety.
+Result preview: [{"safety": "med", "support": 144}, {"safety": "low", "support": 144}, {"safety": "high", "support": 144}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..3a14d15034214f70b46013ca3e888c20858cf20f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/generated_sql.sql
@@ -0,0 +1,19 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: subgroup_structure
+-- canonical_subitem_id: subgroup_size_stability
+-- intended_facet_id: subgroup_distribution_shift
+-- variant_semantic_role: filtered_stable_view
+-- template_id: tpl_clickbench_filtered_topk_group_count
+-- query_record_id: v2q_c2_d5d9c427cd7db228
+-- problem_id: v2p_c2_9eebdf28b764b6d9
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "safety", COUNT(*) AS support
+FROM "c2"
+WHERE "doors" = '4'
+GROUP BY "safety"
+ORDER BY support DESC
+LIMIT 15;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2d2c5e81b41ab86af60077712be76bc8a8ea8c39
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/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_clickbench_filtered_topk_group_count\nSELECT \"safety\", COUNT(*) AS support\nFROM \"c2\"\nWHERE \"doors\" = '4'\nGROUP BY \"safety\"\nORDER BY support DESC\nLIMIT 15;", "result": "{\"query\": \"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"safety\\\", COUNT(*) AS support\\nFROM \\\"c2\\\"\\nWHERE \\\"doors\\\" = '4'\\nGROUP BY \\\"safety\\\"\\nORDER BY support DESC\\nLIMIT 15;\", \"columns\": [\"safety\", \"support\"], \"rows\": [{\"safety\": \"med\", \"support\": 144}, {\"safety\": \"low\", \"support\": 144}, {\"safety\": \"high\", \"support\": 144}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 0.58}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..5891fd73888ef718de7fdcc070b51e87f6744b72
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/run_manifest.json
@@ -0,0 +1,91 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:12:25.939504+00:00",
+  "ended_at": "2026-05-19T15:12:34.912339+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_d5d9c427cd7db228",
+    "problem_id": "v2p_c2_9eebdf28b764b6d9",
+    "dataset_id": "c2",
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "family_id": "subgroup_structure",
+    "canonical_subitem_id": "subgroup_size_stability",
+    "intended_facet_id": "subgroup_distribution_shift",
+    "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 Filtered Top-k Group Count to probe subgroup_size_stability with semantic role filtered_stable_view. Focus on group_col=safety.",
+    "bindings": {
+      "group_col": "safety",
+      "predicate_col": "doors",
+      "predicate_op": "=",
+      "predicate_value": "4",
+      "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": 0.0,
+      "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",
+      "predicate_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=subgroup_distribution_shift",
+      "template_selection_mode=rule",
+      "problem_index_within_template=3",
+      "sql_variant_index=2/2",
+      "binding_index=110"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 10,
+    "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",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/sql/v2q_c2_d5d9c427cd7db228.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_d5d9c427cd7db228",
+    "api_calls": 0,
+    "input_tokens": 13736,
+    "cached_input_tokens": 12672,
+    "output_tokens": 357,
+    "total_tokens": 14093,
+    "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": 8967.75,
+    "sql_execution_elapsed_ms_total": 0.58,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/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_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c8feceadde7dd175cdf26c52e250fac477664266
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:12:34.910645+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": 8967.75, "started_at": "2026-05-19T15:12:25.942149+00:00", "ended_at": "2026-05-19T15:12:34.909938+00:00", "prompt_metrics": {"chars": 5845, "bytes_utf8": 5845, "lines": 182, "estimated_tokens": null}, "response_metrics": {"chars": 314, "bytes_utf8": 314, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13736, "cached_input_tokens": 12672, "output_tokens": 357, "reasoning_output_tokens": 263}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"safety\\\", COUNT(*) AS support\\nFROM \\\"c2\\\"\\nWHERE \\\"doors\\\" = '4'\\nGROUP BY \\\"safety\\\"\\nORDER BY support DESC\\nLIMIT 15;\",\"notes\":\"Uses the planned Filtered Top-k Group Count template with group_col=\\\"safety\\\" and filter \\\"doors\\\" = '4'.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..6cb6460028580ddc67472687a2587043a82d3b1e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_d5d9c427cd7db228",
+  "api_calls": 0,
+  "input_tokens": 13736,
+  "cached_input_tokens": 12672,
+  "output_tokens": 357,
+  "total_tokens": 14093,
+  "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": 8967.75,
+  "sql_execution_elapsed_ms_total": 0.58,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d5d9c427cd7db228/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_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..30ab1f88ccd500e0e4047a9366cd9c9d94f73e2e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6001, "bytes_utf8": 6001, "lines": 181, "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": 480, "bytes_utf8": 480, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13804, "cached_input_tokens": 12672, "output_tokens": 434, "reasoning_output_tokens": 289}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..db776bb86631224da0f2a51d92e19cad342ba6a4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_d67c6b9aef36e70d",
+    "api_calls": 0,
+    "input_tokens": 13804,
+    "cached_input_tokens": 12672,
+    "output_tokens": 434,
+    "total_tokens": 14238,
+    "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": 10098.91,
+    "sql_execution_elapsed_ms_total": 1.1,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/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_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..81d34aaf5db9ee6ec7d2e370adc812cc4b083255
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/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": "2026-05-19T15:06:07.933392+00:00",
+  "ended_at": "2026-05-19T15:06:18.032327+00:00",
+  "elapsed_ms": 10098.91,
+  "prompt_metrics": {
+    "chars": 6001,
+    "bytes_utf8": 6001,
+    "lines": 181,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 855,
+    "bytes_utf8": 855,
+    "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": 480,
+      "bytes_utf8": 480,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13804,
+      "cached_input_tokens": 12672,
+      "output_tokens": 434,
+      "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_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5947e0c84a61bcfbadb4a668c3b5f0acf707e6d7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,181 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=lug_boot, target_col=class.",
+  "planned_template_id": "tpl_tail_target_rate_extremes_v2",
+  "bindings": {
+    "group_col": "lug_boot",
+    "target_col": "class",
+    "target_value": "unacc",
+    "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": 0.0,
+    "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,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a7b316059729cea386f44886d83d89474f33b3f2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c5-d7ac-7bd3-930d-001c48d2b08c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"lug_boot\\\",\\n    COUNT(*) AS \\\"support\\\",\\n    AVG(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS \\\"focus_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\"\\nHAVING COUNT(*) >= 5\\nORDER BY \\\"focus_rate\\\" DESC, \\\"support\\\" ASC\\nLIMIT 13;\",\"notes\":\"Implements the Tail Target-Rate Extremes template with group_col=\\\"lug_boot\\\" and target_col=\\\"class\\\", focusing on the rate of 'unacc' per luggage boot category.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13804,"cached_input_tokens":12672,"output_tokens":434,"reasoning_output_tokens":289}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7c20a91d4e618dcbbdd79230b6bf24ae54722118
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_target_rate_extremes_v2\nSELECT\n    \"lug_boot\",\n    COUNT(*) AS \"support\",\n    AVG(CASE WHEN \"class\" = 'unacc' THEN 1 ELSE 0 END) AS \"focus_rate\"\nFROM \"c2\"\nGROUP BY \"lug_boot\"\nHAVING COUNT(*) >= 5\nORDER BY \"focus_rate\" DESC, \"support\" ASC\nLIMIT 13;","notes":"Implements the Tail Target-Rate Extremes template with group_col=\"lug_boot\" and target_col=\"class\", focusing on the rate of 'unacc' per luggage boot category."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d67c6b9aef36e70d/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..4ca02d02500fabc9e7c48d0c4fbf06e2cbc19a1b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5999, "bytes_utf8": 5999, "lines": 181, "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": 13804, "cached_input_tokens": 12672, "output_tokens": 365, "reasoning_output_tokens": 225}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..fa60d2754fb65414681de3cd9ca2cf78a1cf60de
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_d879a4ae632cdbdc",
+    "api_calls": 0,
+    "input_tokens": 13804,
+    "cached_input_tokens": 12672,
+    "output_tokens": 365,
+    "total_tokens": 14169,
+    "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": 8863.39,
+    "sql_execution_elapsed_ms_total": 3.36,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/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_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..127352e5c6d1c77802841e3ea57f1c2c47e4af0a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/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": "2026-05-19T15:07:22.240437+00:00",
+  "ended_at": "2026-05-19T15:07:31.103872+00:00",
+  "elapsed_ms": 8863.39,
+  "prompt_metrics": {
+    "chars": 5999,
+    "bytes_utf8": 5999,
+    "lines": 181,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 811,
+    "bytes_utf8": 811,
+    "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": 452,
+      "bytes_utf8": 452,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13804,
+      "cached_input_tokens": 12672,
+      "output_tokens": 365,
+      "reasoning_output_tokens": 225
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..37bc1ddec4e115567137c152b0382d5bc5d52c65
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,181 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=buying, target_col=class.",
+  "planned_template_id": "tpl_tail_target_rate_extremes_v2",
+  "bindings": {
+    "group_col": "buying",
+    "target_col": "class",
+    "target_value": "vgood",
+    "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": 0.0,
+    "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,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0bd205df71c5894b4e6e7b65c9bdeeb33dcffff1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c6-f9df-7ba2-8b69-b7d8ab1ceb67"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n    \\\"buying\\\",\\n    COUNT(*) AS support,\\n    AVG(CASE WHEN \\\"class\\\" = 'vgood' THEN 1 ELSE 0 END) AS focus_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\"\\nHAVING COUNT(*) >= 4\\nORDER BY focus_rate DESC, support ASC\\nLIMIT 16;\",\"notes\":\"Applied the planned Tail Target-Rate Extremes template with group_col=\\\"buying\\\", target_col=\\\"class\\\", target_value='vgood', min_support=4, and top_k=16.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13804,"cached_input_tokens":12672,"output_tokens":365,"reasoning_output_tokens":225}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..574dafce678f56db897121899a27eb92308a1882
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_target_rate_extremes_v2\nSELECT\n    \"buying\",\n    COUNT(*) AS support,\n    AVG(CASE WHEN \"class\" = 'vgood' THEN 1 ELSE 0 END) AS focus_rate\nFROM \"c2\"\nGROUP BY \"buying\"\nHAVING COUNT(*) >= 4\nORDER BY focus_rate DESC, support ASC\nLIMIT 16;","notes":"Applied the planned Tail Target-Rate Extremes template with group_col=\"buying\", target_col=\"class\", target_value='vgood', min_support=4, and top_k=16."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_d879a4ae632cdbdc/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d382f7b717631c443980656b1e1aee0ea1a667d5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Two-Dimensional Top-k Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=persons, group_col_2=safety.
+Result preview: [{"persons": "2", "safety": "high", "support": 192}, {"persons": "2", "safety": "low", "support": 192}, {"persons": "2", "safety": "med", "support": 192}, {"persons": "4", "safety": "high", "support": 192}, {"persons": "4", "safety": "low", "support": 192}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..117877c75a76723f8f0973474aa376a5a8af784b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: subgroup_structure
+-- canonical_subitem_id: subgroup_size_stability
+-- intended_facet_id: subgroup_distribution_shift
+-- variant_semantic_role: count_distribution
+-- template_id: tpl_clickbench_two_dimensional_topk_count
+-- query_record_id: v2q_c2_da0c61df93225aed
+-- problem_id: v2p_c2_f9fe8ac173e92a6c
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "persons", "safety", COUNT(*) AS "support"
+FROM "c2"
+GROUP BY "persons", "safety"
+ORDER BY "support" DESC
+LIMIT 11;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f05e53752b0c9e95be4a9e61bd7133b713d18a73
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/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_clickbench_two_dimensional_topk_count\nSELECT \"persons\", \"safety\", COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"persons\", \"safety\"\nORDER BY \"support\" DESC\nLIMIT 11;", "result": "{\"query\": \"-- template_id: tpl_clickbench_two_dimensional_topk_count\\nSELECT \\\"persons\\\", \\\"safety\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\", \\\"safety\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 11;\", \"columns\": [\"persons\", \"safety\", \"support\"], \"rows\": [{\"persons\": \"2\", \"safety\": \"high\", \"support\": 192}, {\"persons\": \"2\", \"safety\": \"low\", \"support\": 192}, {\"persons\": \"2\", \"safety\": \"med\", \"support\": 192}, {\"persons\": \"4\", \"safety\": \"high\", \"support\": 192}, {\"persons\": \"4\", \"safety\": \"low\", \"support\": 192}, {\"persons\": \"4\", \"safety\": \"med\", \"support\": 192}, {\"persons\": \"more\", \"safety\": \"high\", \"support\": 192}, {\"persons\": \"more\", \"safety\": \"low\", \"support\": 192}, {\"persons\": \"more\", \"safety\": \"med\", \"support\": 192}], \"row_count_returned\": 9, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.18}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..b08ebb3deb9c1442599e76ae077283644ccb83bc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/run_manifest.json
@@ -0,0 +1,89 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:14:41.076223+00:00",
+  "ended_at": "2026-05-19T15:14:50.379529+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_da0c61df93225aed",
+    "problem_id": "v2p_c2_f9fe8ac173e92a6c",
+    "dataset_id": "c2",
+    "template_id": "tpl_clickbench_two_dimensional_topk_count",
+    "template_name": "Two-Dimensional Top-k Count",
+    "family_id": "subgroup_structure",
+    "canonical_subitem_id": "subgroup_size_stability",
+    "intended_facet_id": "subgroup_distribution_shift",
+    "variant_semantic_role": "count_distribution",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "support",
+    "extended_family": false,
+    "question": "Use template Two-Dimensional Top-k Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=persons, group_col_2=safety.",
+    "bindings": {
+      "group_col": "persons",
+      "group_col_2": "safety",
+      "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": 0.0,
+      "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",
+      "group_col_2"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support DESC\nLIMIT {top_k};",
+    "notes": [
+      "default_facets=subgroup_distribution_shift",
+      "template_selection_mode=rule",
+      "problem_index_within_template=2",
+      "sql_variant_index=1/1",
+      "binding_index=121"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 11,
+    "problem_index_within_template": 2,
+    "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_f/c2/sql/v2q_c2_da0c61df93225aed.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_da0c61df93225aed",
+    "api_calls": 0,
+    "input_tokens": 13729,
+    "cached_input_tokens": 12672,
+    "output_tokens": 360,
+    "total_tokens": 14089,
+    "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": 9297.25,
+    "sql_execution_elapsed_ms_total": 2.18,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/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_f/c2/artifacts/v2q_c2_da0c61df93225aed/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..84c16abc536c4f99c8a321f64be332a344a747d0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:14:50.375475+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": 9297.25, "started_at": "2026-05-19T15:14:41.076865+00:00", "ended_at": "2026-05-19T15:14:50.374145+00:00", "prompt_metrics": {"chars": 5763, "bytes_utf8": 5763, "lines": 180, "estimated_tokens": null}, "response_metrics": {"chars": 367, "bytes_utf8": 367, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13729, "cached_input_tokens": 12672, "output_tokens": 360, "reasoning_output_tokens": 253}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_two_dimensional_topk_count\\nSELECT \\\"persons\\\", \\\"safety\\\", COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\", \\\"safety\\\"\\nORDER BY \\\"support\\\" DESC\\nLIMIT 11;\",\"notes\":\"Uses the provided Two-Dimensional Top-k Count template with group_col=\\\"persons\\\", group_col_2=\\\"safety\\\", and top_k=11 on the single table \\\"c2\\\".\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f5e7212e9e7cf077b42a054bb15511682823e41e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_da0c61df93225aed",
+  "api_calls": 0,
+  "input_tokens": 13729,
+  "cached_input_tokens": 12672,
+  "output_tokens": 360,
+  "total_tokens": 14089,
+  "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": 9297.25,
+  "sql_execution_elapsed_ms_total": 2.18,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_da0c61df93225aed/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_f/c2/artifacts/v2q_c2_dafbace0f8e8f3a9/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dafbace0f8e8f3a9/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..386e14994c27fa9f848f6ac95d361ffbfdc128d4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dafbace0f8e8f3a9/final_answer.txt
@@ -0,0 +1 @@
+{"row_count": null, "preview_rows": [{"value_label": "high", "support": 576, "support_share": 0.3333333333333333, "cumulative_support": 576}, {"value_label": "low", "support": 576, "support_share": 0.3333333333333333, "cumulative_support": 1152}, {"value_label": "med", "support": 576, "support_share": 0.3333333333333333, "cumulative_support": 1728}]}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dafbace0f8e8f3a9/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dafbace0f8e8f3a9/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..fab2ffab1b9ec5062820fea848eea7de0cd82850
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dafbace0f8e8f3a9/generated_sql.sql
@@ -0,0 +1,28 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_c2_dafbace0f8e8f3a9
+-- problem_id: v2p_c2_4c62b9c1f83f5e4d
+-- realization_mode: deterministic
+-- source_kind: deterministic
+WITH grouped AS (
+    SELECT "safety" AS value_label, COUNT(*) AS support
+    FROM "c2"
+    GROUP BY "safety"
+), 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_f/c2/artifacts/v2q_c2_dafbace0f8e8f3a9/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dafbace0f8e8f3a9/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0b9f84a4046c27d69c0f54ddebaeacbb2bbb1880
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dafbace0f8e8f3a9/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_f\n-- sql_source_dataset_id: c2\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_c2_dafbace0f8e8f3a9\n-- problem_id: v2p_c2_4c62b9c1f83f5e4d\n-- realization_mode: deterministic\n-- source_kind: deterministic\nWITH grouped AS (\n    SELECT \"safety\" AS value_label, COUNT(*) AS support\n    FROM \"c2\"\n    GROUP BY \"safety\"\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_f\\n-- sql_source_dataset_id: c2\\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_c2_dafbace0f8e8f3a9\\n-- problem_id: v2p_c2_4c62b9c1f83f5e4d\\n-- realization_mode: deterministic\\n-- source_kind: deterministic\\nWITH grouped AS (\\n    SELECT \\\"safety\\\" AS value_label, COUNT(*) AS support\\n    FROM \\\"c2\\\"\\n    GROUP BY \\\"safety\\\"\\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\": \"high\", \"support\": 576, \"support_share\": 0.3333333333333333, \"cumulative_support\": 576}, {\"value_label\": \"low\", \"support\": 576, \"support_share\": 0.3333333333333333, \"cumulative_support\": 1152}, {\"value_label\": \"med\", \"support\": 576, \"support_share\": 0.3333333333333333, \"cumulative_support\": 1728}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.4}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dafbace0f8e8f3a9/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dafbace0f8e8f3a9/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..2617b4cc93036423e5796e3920e88f79b9ddec30
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dafbace0f8e8f3a9/run_manifest.json
@@ -0,0 +1,57 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:18:02.892796+00:00",
+  "ended_at": "2026-05-19T15:18:02.895253+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_dafbace0f8e8f3a9",
+    "problem_id": "v2p_c2_4c62b9c1f83f5e4d",
+    "dataset_id": "c2",
+    "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=safety.",
+    "bindings": {
+      "group_col": "safety"
+    },
+    "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=6",
+      "sql_variant_index=1/1"
+    ],
+    "template_selection_mode": "deterministic",
+    "selected_template_rank": 0,
+    "problem_index_within_template": 6,
+    "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_f/c2/sql/v2q_c2_dafbace0f8e8f3a9.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_f/c2/artifacts/v2q_c2_dafbace0f8e8f3a9/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dafbace0f8e8f3a9/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..96c9ff4feec395919fc26411d18d078b8af6e1c7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dafbace0f8e8f3a9/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_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..155fbf6e13cfd6e03846975d70776a6746a47272
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5985, "bytes_utf8": 5985, "lines": 184, "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": 494, "bytes_utf8": 494, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13766, "cached_input_tokens": 12672, "output_tokens": 476, "reasoning_output_tokens": 349}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..980901853a210b78c3de18519b0a3db9003af46c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_dbdaae1f154dbf42",
+    "api_calls": 0,
+    "input_tokens": 13766,
+    "cached_input_tokens": 12672,
+    "output_tokens": 476,
+    "total_tokens": 14242,
+    "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": 11230.75,
+    "sql_execution_elapsed_ms_total": 1.15,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/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_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d30e88de80a7251b883796c427425d4ad2c71cca
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/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": "2026-05-19T15:16:20.951318+00:00",
+  "ended_at": "2026-05-19T15:16:32.182111+00:00",
+  "elapsed_ms": 11230.75,
+  "prompt_metrics": {
+    "chars": 5985,
+    "bytes_utf8": 5985,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 858,
+    "bytes_utf8": 858,
+    "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": 494,
+      "bytes_utf8": 494,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13766,
+      "cached_input_tokens": 12672,
+      "output_tokens": 476,
+      "reasoning_output_tokens": 349
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..26b89807b0f90695ac7f9cf5ddb5565cf18e45da
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_distinct_topk",
+    "template_name": "Filtered Top-k Distinct Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Distinct Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=maint.",
+  "planned_template_id": "tpl_clickbench_filtered_distinct_topk",
+  "bindings": {
+    "group_col": "maint",
+    "predicate_col": "safety",
+    "predicate_op": "=",
+    "predicate_value": "high",
+    "entity_col": "maint",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f08dea695e866d93697db0fe974daae25857c3c8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cf-325b-7c60-87d0-c1d9101d3df9"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_distinct_topk\\nSELECT \\\"maint\\\", COUNT(DISTINCT \\\"maint\\\") AS distinct_entities\\nFROM \\\"c2\\\"\\nWHERE \\\"safety\\\" = 'high'\\nGROUP BY \\\"maint\\\"\\nORDER BY distinct_entities DESC\\nLIMIT 19;\",\"notes\":\"Uses the bound template exactly with group_col=\\\"maint\\\", predicate on \\\"safety\\\" = 'high', and entity_col=\\\"maint\\\". Because the grouped column and distinct-counted column are the same, each returned group will have distinct_entities = 1 if present.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13766,"cached_input_tokens":12672,"output_tokens":476,"reasoning_output_tokens":349}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2f5496420af2109f1363c64b5a46e8cec13837e4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_distinct_topk\nSELECT \"maint\", COUNT(DISTINCT \"maint\") AS distinct_entities\nFROM \"c2\"\nWHERE \"safety\" = 'high'\nGROUP BY \"maint\"\nORDER BY distinct_entities DESC\nLIMIT 19;","notes":"Uses the bound template exactly with group_col=\"maint\", predicate on \"safety\" = 'high', and entity_col=\"maint\". Because the grouped column and distinct-counted column are the same, each returned group will have distinct_entities = 1 if present."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dbdaae1f154dbf42/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..1ed3028af9730f4dd42635d2497dfffee7ab5e54
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5965, "bytes_utf8": 5965, "lines": 184, "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": 13779, "cached_input_tokens": 12672, "output_tokens": 409, "reasoning_output_tokens": 308}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..b8458dea7c44204a2655d719ad2d3a2baee83945
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_df86c4f757f29179",
+    "api_calls": 0,
+    "input_tokens": 13779,
+    "cached_input_tokens": 12672,
+    "output_tokens": 409,
+    "total_tokens": 14188,
+    "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": 12239.11,
+    "sql_execution_elapsed_ms_total": 0.61,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/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_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..3ff39f386b275b7e359f29ce7149fabc3383e989
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/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": "2026-05-19T15:00:35.737489+00:00",
+  "ended_at": "2026-05-19T15:00:47.976625+00:00",
+  "elapsed_ms": 12239.11,
+  "prompt_metrics": {
+    "chars": 5965,
+    "bytes_utf8": 5965,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 715,
+    "bytes_utf8": 715,
+    "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": 13779,
+      "cached_input_tokens": 12672,
+      "output_tokens": 409,
+      "reasoning_output_tokens": 308
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..20b9706984f3e9ffbbb84239aef9c711b7869362
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=doors, group_col_2=safety.",
+  "planned_template_id": "tpl_c2_filtered_group_count_2d",
+  "bindings": {
+    "group_col": "doors",
+    "group_col_2": "safety",
+    "predicate_col": "class",
+    "predicate_op": "=",
+    "predicate_value": "vgood",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2a78d488438253baeb9d6c7c8dd2a5f0c15de4f1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c0-c616-7951-be14-3bf8e0f1ba0d"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"doors\\\", \\\"safety\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"class\\\" = 'vgood'\\nGROUP BY \\\"doors\\\", \\\"safety\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Counts rows in class='vgood' grouped by doors and safety, following the planned filtered two-dimensional group count template.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13779,"cached_input_tokens":12672,"output_tokens":409,"reasoning_output_tokens":308}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b6b0fadc246bf7ab0c4ffc990a292c4b3705dd56
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"doors\", \"safety\", COUNT(*) AS \"row_count\"\nFROM \"c2\"\nWHERE \"class\" = 'vgood'\nGROUP BY \"doors\", \"safety\"\nORDER BY \"row_count\" DESC;","notes":"Counts rows in class='vgood' grouped by doors and safety, following the planned filtered two-dimensional group count template."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_df86c4f757f29179/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..08bc49d2948b84e5facf5b63f9a8ae51f2c415c1
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5831, "bytes_utf8": 5831, "lines": 180, "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": 376, "bytes_utf8": 376, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13767, "cached_input_tokens": 12672, "output_tokens": 313, "reasoning_output_tokens": 206}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..824e7b91ab56c46935c703cd4cfc0fb22eeb6d73
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_dfcd63870ce1345c",
+    "api_calls": 0,
+    "input_tokens": 13767,
+    "cached_input_tokens": 12672,
+    "output_tokens": 313,
+    "total_tokens": 14080,
+    "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": 9314.91,
+    "sql_execution_elapsed_ms_total": 1.95,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/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_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..118e23f917fd1b45ecaf3d8056486d5613171193
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/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": "2026-05-19T15:04:26.969446+00:00",
+  "ended_at": "2026-05-19T15:04:36.284398+00:00",
+  "elapsed_ms": 9314.91,
+  "prompt_metrics": {
+    "chars": 5831,
+    "bytes_utf8": 5831,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 754,
+    "bytes_utf8": 754,
+    "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": 376,
+      "bytes_utf8": 376,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13767,
+      "cached_input_tokens": 12672,
+      "output_tokens": 313,
+      "reasoning_output_tokens": 206
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..239d67cac58f5165e1508d2cae1ad8b5fb4b7588
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_pairwise_sparse_slice_v2",
+    "template_name": "Pairwise Sparse Slice Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "group_col_2"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Pairwise Sparse Slice Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=persons, group_col_2=lug_boot.",
+  "planned_template_id": "tpl_tail_pairwise_sparse_slice_v2",
+  "bindings": {
+    "group_col": "persons",
+    "group_col_2": "lug_boot",
+    "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": 0.0,
+    "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    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4acfd20cbf998cccd9b3320a6ed2670e3d22eeef
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c4-4d6b-7231-90ff-e4d89d97b47b"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_pairwise_sparse_slice_v2\\nSELECT\\n    \\\"persons\\\",\\n    \\\"lug_boot\\\",\\n    COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\", \\\"lug_boot\\\"\\nORDER BY \\\"support\\\" ASC, \\\"persons\\\", \\\"lug_boot\\\"\\nLIMIT 13;\",\"notes\":\"Uses the Pairwise Sparse Slice Count template with \\\"persons\\\" and \\\"lug_boot\\\", returning the 13 lowest-support pairs.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13767,"cached_input_tokens":12672,"output_tokens":313,"reasoning_output_tokens":206}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6d701a92e7f2dffce2222bf842bb8137be1a9ded
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_pairwise_sparse_slice_v2\nSELECT\n    \"persons\",\n    \"lug_boot\",\n    COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"persons\", \"lug_boot\"\nORDER BY \"support\" ASC, \"persons\", \"lug_boot\"\nLIMIT 13;","notes":"Uses the Pairwise Sparse Slice Count template with \"persons\" and \"lug_boot\", returning the 13 lowest-support pairs."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_dfcd63870ce1345c/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..909f3faf7b6f240716c186fde217ca218755c37b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5829, "bytes_utf8": 5829, "lines": 180, "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": 412, "bytes_utf8": 412, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13765, "cached_input_tokens": 12672, "output_tokens": 291, "reasoning_output_tokens": 177}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..20e9f95091db23d7c028a4cc188c81534d7618bd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_e0294b82e01d4a72",
+    "api_calls": 0,
+    "input_tokens": 13765,
+    "cached_input_tokens": 12672,
+    "output_tokens": 291,
+    "total_tokens": 14056,
+    "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": 8024.52,
+    "sql_execution_elapsed_ms_total": 1.25,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/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_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..11cc3f89839e003f74ec02ca3936746ab59990be
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/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": "2026-05-19T15:03:40.167171+00:00",
+  "ended_at": "2026-05-19T15:03:48.191728+00:00",
+  "elapsed_ms": 8024.52,
+  "prompt_metrics": {
+    "chars": 5829,
+    "bytes_utf8": 5829,
+    "lines": 180,
+    "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": 412,
+      "bytes_utf8": 412,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13765,
+      "cached_input_tokens": 12672,
+      "output_tokens": 291,
+      "reasoning_output_tokens": 177
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c8db6fa93d76200559bf2ae8d5b1dfeff94b2e2b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_pairwise_sparse_slice_v2",
+    "template_name": "Pairwise Sparse Slice Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "group_col_2"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Pairwise Sparse Slice Count to probe tail_set_consistency with semantic role filtered_stable_view. Focus on group_col=doors, group_col_2=persons.",
+  "planned_template_id": "tpl_tail_pairwise_sparse_slice_v2",
+  "bindings": {
+    "group_col": "doors",
+    "group_col_2": "persons",
+    "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": 0.0,
+    "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    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e21043f77174bf5bf9cb19ace9ae42d6db059aed
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c3-9689-7033-89a8-26c063de068b"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_pairwise_sparse_slice_v2\\nSELECT\\n    \\\"doors\\\",\\n    \\\"persons\\\",\\n    COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\", \\\"persons\\\"\\nORDER BY \\\"support\\\" ASC, \\\"doors\\\", \\\"persons\\\"\\nLIMIT 19;\",\"notes\":\"Applies the Pairwise Sparse Slice Count template to the single table \\\"c2\\\", grouping by \\\"doors\\\" and \\\"persons\\\" and returning the 19 lowest-support combinations.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13765,"cached_input_tokens":12672,"output_tokens":291,"reasoning_output_tokens":177}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..626f48ab527e8473ef1d30faccfd336a4143c6ae
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_pairwise_sparse_slice_v2\nSELECT\n    \"doors\",\n    \"persons\",\n    COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"doors\", \"persons\"\nORDER BY \"support\" ASC, \"doors\", \"persons\"\nLIMIT 19;","notes":"Applies the Pairwise Sparse Slice Count template to the single table \"c2\", grouping by \"doors\" and \"persons\" and returning the 19 lowest-support combinations."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0294b82e01d4a72/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..895400f907d5e34f59ba3c01f8c7a32d260364db
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5984, "bytes_utf8": 5984, "lines": 184, "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": 474, "bytes_utf8": 474, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13766, "cached_input_tokens": 12672, "output_tokens": 436, "reasoning_output_tokens": 310}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..52d183a5b5b3163c075da18ef99d1de3d9b15ece
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_e0838ef0e42f332a",
+    "api_calls": 0,
+    "input_tokens": 13766,
+    "cached_input_tokens": 12672,
+    "output_tokens": 436,
+    "total_tokens": 14202,
+    "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": 10282.36,
+    "sql_execution_elapsed_ms_total": 0.98,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/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_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..bb296c411e8d87ef48c535d06fcbad3ca4f4ca7a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/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": "2026-05-19T15:16:10.660734+00:00",
+  "ended_at": "2026-05-19T15:16:20.943131+00:00",
+  "elapsed_ms": 10282.36,
+  "prompt_metrics": {
+    "chars": 5984,
+    "bytes_utf8": 5984,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 850,
+    "bytes_utf8": 850,
+    "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": 474,
+      "bytes_utf8": 474,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13766,
+      "cached_input_tokens": 12672,
+      "output_tokens": 436,
+      "reasoning_output_tokens": 310
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fd3e9d8c86a66dd3f154e5c45d8f00d68e160934
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_distinct_topk",
+    "template_name": "Filtered Top-k Distinct Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Distinct Coverage to probe internal_profile_stability with semantic role filtered_stable_view. Focus on group_col=maint.",
+  "planned_template_id": "tpl_clickbench_filtered_distinct_topk",
+  "bindings": {
+    "group_col": "maint",
+    "predicate_col": "maint",
+    "predicate_op": "=",
+    "predicate_value": "med",
+    "entity_col": "maint",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..eeaf99c03bb74bea99630d27c2a5d737b48ddd50
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cf-0a11-7112-abfb-af934e82936b"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_distinct_topk\\nSELECT \\\"maint\\\", COUNT(DISTINCT \\\"maint\\\") AS \\\"distinct_entities\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"maint\\\" = 'med'\\nGROUP BY \\\"maint\\\"\\nORDER BY \\\"distinct_entities\\\" DESC\\nLIMIT 14;\",\"notes\":\"Uses the required template and provided bindings exactly. Since \\\"group_col\\\", \\\"predicate_col\\\", and \\\"entity_col\\\" are all bound to \\\"maint\\\", the result is a single filtered group (maint='med') with a distinct count of 1.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13766,"cached_input_tokens":12672,"output_tokens":436,"reasoning_output_tokens":310}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1d38571b70f6c08ceff475cf9ea3f49394543255
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_distinct_topk\nSELECT \"maint\", COUNT(DISTINCT \"maint\") AS \"distinct_entities\"\nFROM \"c2\"\nWHERE \"maint\" = 'med'\nGROUP BY \"maint\"\nORDER BY \"distinct_entities\" DESC\nLIMIT 14;","notes":"Uses the required template and provided bindings exactly. Since \"group_col\", \"predicate_col\", and \"entity_col\" are all bound to \"maint\", the result is a single filtered group (maint='med') with a distinct count of 1."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e0838ef0e42f332a/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a3b9bd4d73d3fa26392677f05d8d0456d7983977
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/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 count_distribution. Focus on group_col=class.
+Result preview: [{"class": "vgood", "support": 65}, {"class": "good", "support": 69}, {"class": "acc", "support": 384}, {"class": "unacc", "support": 1210}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..bd1f3a7f9e95ce28c5b2e52cc436f46247638f7c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/generated_sql.sql
@@ -0,0 +1,20 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: tail_rarity_structure
+-- canonical_subitem_id: tail_set_consistency
+-- intended_facet_id: low_support_extremes
+-- variant_semantic_role: count_distribution
+-- template_id: tpl_tail_low_support_group_count_v2
+-- query_record_id: v2q_c2_e1056f92741bb092
+-- problem_id: v2p_c2_ed845696c37ba6aa
+-- realization_mode: agent
+-- source_kind: agent
+SELECT
+    "class",
+    COUNT(*) AS support
+FROM "c2"
+GROUP BY "class"
+ORDER BY support ASC, "class"
+LIMIT 17;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cf4f226a32338a2a8f2a6d5c980f00ab4d0cf8b6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/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_tail_low_support_group_count_v2\nSELECT\n    \"class\",\n    COUNT(*) AS support\nFROM \"c2\"\nGROUP BY \"class\"\nORDER BY support ASC, \"class\"\nLIMIT 17;", "result": "{\"query\": \"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n    \\\"class\\\",\\n    COUNT(*) AS support\\nFROM \\\"c2\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY support ASC, \\\"class\\\"\\nLIMIT 17;\", \"columns\": [\"class\", \"support\"], \"rows\": [{\"class\": \"vgood\", \"support\": 65}, {\"class\": \"good\", \"support\": 69}, {\"class\": \"acc\", \"support\": 384}, {\"class\": \"unacc\", \"support\": 1210}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 0.92}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..ba7baa8cd142c3e8913002862af2b54017ba6f24
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/run_manifest.json
@@ -0,0 +1,87 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:01:41.438925+00:00",
+  "ended_at": "2026-05-19T15:01:49.801941+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_e1056f92741bb092",
+    "problem_id": "v2p_c2_ed845696c37ba6aa",
+    "dataset_id": "c2",
+    "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": "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_set_consistency with semantic role count_distribution. Focus on group_col=class.",
+    "bindings": {
+      "group_col": "class",
+      "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": 0.0,
+      "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=low_support_extremes",
+      "template_selection_mode=rule",
+      "problem_index_within_template=3",
+      "sql_variant_index=2/2",
+      "binding_index=62"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 6,
+    "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",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/sql/v2q_c2_e1056f92741bb092.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_e1056f92741bb092",
+    "api_calls": 0,
+    "input_tokens": 13697,
+    "cached_input_tokens": 12672,
+    "output_tokens": 289,
+    "total_tokens": 13986,
+    "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": 8358.52,
+    "sql_execution_elapsed_ms_total": 0.92,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/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_f/c2/artifacts/v2q_c2_e1056f92741bb092/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..fe8ea66cf0195ef1182898e9263a173e997e8e29
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:01:49.799797+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": 8358.52, "started_at": "2026-05-19T15:01:41.440443+00:00", "ended_at": "2026-05-19T15:01:49.799029+00:00", "prompt_metrics": {"chars": 5651, "bytes_utf8": 5651, "lines": 178, "estimated_tokens": null}, "response_metrics": {"chars": 349, "bytes_utf8": 349, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13697, "cached_input_tokens": 12672, "output_tokens": 289, "reasoning_output_tokens": 194}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n    \\\"class\\\",\\n    COUNT(*) AS support\\nFROM \\\"c2\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY support ASC, \\\"class\\\"\\nLIMIT 17;\",\"notes\":\"Uses the planned Low-Support Group Count template with group_col bound to \\\"class\\\" on table \\\"c2\\\", returning class counts in ascending support order.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..38e994313173afd2d935a91944253bcb51534b18
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_e1056f92741bb092",
+  "api_calls": 0,
+  "input_tokens": 13697,
+  "cached_input_tokens": 12672,
+  "output_tokens": 289,
+  "total_tokens": 13986,
+  "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": 8358.52,
+  "sql_execution_elapsed_ms_total": 0.92,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e1056f92741bb092/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_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..98be952a2cf37406244aa7a24774998fd2404782
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5651, "bytes_utf8": 5651, "lines": 178, "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": 325, "bytes_utf8": 325, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13697, "cached_input_tokens": 12672, "output_tokens": 232, "reasoning_output_tokens": 134}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3eb98309057566c7953bd69dc54db01eb45ea18
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_e179d595d5da9181",
+    "api_calls": 0,
+    "input_tokens": 13697,
+    "cached_input_tokens": 12672,
+    "output_tokens": 232,
+    "total_tokens": 13929,
+    "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": 7382.62,
+    "sql_execution_elapsed_ms_total": 1.11,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/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_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ea1e380f1a4aceb8d71a7b6973293af1dd6d697f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/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": "2026-05-19T15:02:14.223632+00:00",
+  "ended_at": "2026-05-19T15:02:21.606275+00:00",
+  "elapsed_ms": 7382.62,
+  "prompt_metrics": {
+    "chars": 5651,
+    "bytes_utf8": 5651,
+    "lines": 178,
+    "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": 325,
+      "bytes_utf8": 325,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13697,
+      "cached_input_tokens": 12672,
+      "output_tokens": 232,
+      "reasoning_output_tokens": 134
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d0201e9806040d60863b10aa8dbfbe98c7c72060
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,178 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=maint.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "maint",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5d12d505341eb9eb881b1746f7c64d0bd93745df
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c2-46dc-7f91-a2e6-a820dd422134"}
+{"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    \\\"maint\\\",\\n    COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"maint\\\"\\nORDER BY \\\"support\\\" ASC, \\\"maint\\\"\\nLIMIT 19;\",\"notes\":\"Applied the Low-Support Group Count template with group_col bound to \\\"maint\\\" and top_k=19 on the single table \\\"c2\\\".\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13697,"cached_input_tokens":12672,"output_tokens":232,"reasoning_output_tokens":134}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2d63bb2ee9e05f4a1433f73f08288c2ca34a2002
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n    \"maint\",\n    COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"maint\"\nORDER BY \"support\" ASC, \"maint\"\nLIMIT 19;","notes":"Applied the Low-Support Group Count template with group_col bound to \"maint\" and top_k=19 on the single table \"c2\"."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e179d595d5da9181/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e2013f775cd03dca/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e2013f775cd03dca/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d0da4a08bd1064d852f3795306b636d57e04a840
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e2013f775cd03dca/final_answer.txt
@@ -0,0 +1 @@
+{"row_count": null, "preview_rows": [{"value_label": "2", "support": 576, "support_share": 0.3333333333333333, "support_rank": 1}, {"value_label": "4", "support": 576, "support_share": 0.3333333333333333, "support_rank": 2}, {"value_label": "more", "support": 576, "support_share": 0.3333333333333333, "support_rank": 3}]}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e2013f775cd03dca/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e2013f775cd03dca/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..ecbe7578ccf1eb7c0c28a6add7fcebad18ebaad9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e2013f775cd03dca/generated_sql.sql
@@ -0,0 +1,25 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_c2_e2013f775cd03dca
+-- problem_id: v2p_c2_d209626a6372e19b
+-- realization_mode: deterministic
+-- source_kind: deterministic
+WITH grouped AS (
+    SELECT "persons" AS value_label, COUNT(*) AS support
+    FROM "c2"
+    GROUP BY "persons"
+)
+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_f/c2/artifacts/v2q_c2_e2013f775cd03dca/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e2013f775cd03dca/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..85284cff069f003041573f2587a7351abcaf60bd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e2013f775cd03dca/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_f\n-- sql_source_dataset_id: c2\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_c2_e2013f775cd03dca\n-- problem_id: v2p_c2_d209626a6372e19b\n-- realization_mode: deterministic\n-- source_kind: deterministic\nWITH grouped AS (\n    SELECT \"persons\" AS value_label, COUNT(*) AS support\n    FROM \"c2\"\n    GROUP BY \"persons\"\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_f\\n-- sql_source_dataset_id: c2\\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_c2_e2013f775cd03dca\\n-- problem_id: v2p_c2_d209626a6372e19b\\n-- realization_mode: deterministic\\n-- source_kind: deterministic\\nWITH grouped AS (\\n    SELECT \\\"persons\\\" AS value_label, COUNT(*) AS support\\n    FROM \\\"c2\\\"\\n    GROUP BY \\\"persons\\\"\\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\": \"2\", \"support\": 576, \"support_share\": 0.3333333333333333, \"support_rank\": 1}, {\"value_label\": \"4\", \"support\": 576, \"support_share\": 0.3333333333333333, \"support_rank\": 2}, {\"value_label\": \"more\", \"support\": 576, \"support_share\": 0.3333333333333333, \"support_rank\": 3}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.23}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e2013f775cd03dca/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e2013f775cd03dca/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc177b06b28490becc59f2141217251e5197bff0
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e2013f775cd03dca/run_manifest.json
@@ -0,0 +1,57 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:18:02.908889+00:00",
+  "ended_at": "2026-05-19T15:18:02.911039+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_e2013f775cd03dca",
+    "problem_id": "v2p_c2_d209626a6372e19b",
+    "dataset_id": "c2",
+    "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=persons.",
+    "bindings": {
+      "group_col": "persons"
+    },
+    "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=4",
+      "sql_variant_index=1/1"
+    ],
+    "template_selection_mode": "deterministic",
+    "selected_template_rank": 0,
+    "problem_index_within_template": 4,
+    "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_f/c2/sql/v2q_c2_e2013f775cd03dca.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_f/c2/artifacts/v2q_c2_e2013f775cd03dca/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e2013f775cd03dca/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..96c9ff4feec395919fc26411d18d078b8af6e1c7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e2013f775cd03dca/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_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..4160ad5392b5f55983621ccaeea53a9f09037960
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5823, "bytes_utf8": 5823, "lines": 180, "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": 350, "bytes_utf8": 350, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13764, "cached_input_tokens": 0, "output_tokens": 241, "reasoning_output_tokens": 138}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..1740b9dc08bc741de80bfc78e8875957594cb513
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_e38feadf12f3d52d",
+    "api_calls": 0,
+    "input_tokens": 13764,
+    "cached_input_tokens": 0,
+    "output_tokens": 241,
+    "total_tokens": 14005,
+    "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": 10132.84,
+    "sql_execution_elapsed_ms_total": 2.07,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/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_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..21478cac95e08615cbdfcab46d7fc16e1cd315fc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/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": "2026-05-19T15:04:16.830281+00:00",
+  "ended_at": "2026-05-19T15:04:26.963144+00:00",
+  "elapsed_ms": 10132.84,
+  "prompt_metrics": {
+    "chars": 5823,
+    "bytes_utf8": 5823,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 716,
+    "bytes_utf8": 716,
+    "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": 350,
+      "bytes_utf8": 350,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13764,
+      "cached_input_tokens": 0,
+      "output_tokens": 241,
+      "reasoning_output_tokens": 138
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b26e4dcf879c1b84e5bd89efdd83b15e407c7628
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_pairwise_sparse_slice_v2",
+    "template_name": "Pairwise Sparse Slice Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "group_col_2"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Pairwise Sparse Slice Count to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=doors, group_col_2=class.",
+  "planned_template_id": "tpl_tail_pairwise_sparse_slice_v2",
+  "bindings": {
+    "group_col": "doors",
+    "group_col_2": "class",
+    "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": 0.0,
+    "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    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..201823eb35fb84e4b5fadebc27ab262614fd9b2d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c4-25cb-7591-9e73-f14d0813307d"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_pairwise_sparse_slice_v2\\nSELECT\\n    \\\"doors\\\",\\n    \\\"class\\\",\\n    COUNT(*) AS support\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\", \\\"class\\\"\\nORDER BY support ASC, \\\"doors\\\", \\\"class\\\"\\nLIMIT 12;\",\"notes\":\"Uses the planned Pairwise Sparse Slice Count template with group_col=\\\"doors\\\", group_col_2=\\\"class\\\", and top_k=12.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13764,"cached_input_tokens":0,"output_tokens":241,"reasoning_output_tokens":138}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..858a84b6c5e71b2b8a89a343604322e469008f14
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_pairwise_sparse_slice_v2\nSELECT\n    \"doors\",\n    \"class\",\n    COUNT(*) AS support\nFROM \"c2\"\nGROUP BY \"doors\", \"class\"\nORDER BY support ASC, \"doors\", \"class\"\nLIMIT 12;","notes":"Uses the planned Pairwise Sparse Slice Count template with group_col=\"doors\", group_col_2=\"class\", and top_k=12."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e38feadf12f3d52d/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f194a5210c6a0148b55ed7185b2a1b2a65ebd261
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5968, "bytes_utf8": 5968, "lines": 184, "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": 392, "bytes_utf8": 392, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13779, "cached_input_tokens": 0, "output_tokens": 406, "reasoning_output_tokens": 294}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..c1e39c804e7cc5fbf65a8fbc6e3c0f8e9d3c4c4e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_e429ee5cd4bd8f1d",
+    "api_calls": 0,
+    "input_tokens": 13779,
+    "cached_input_tokens": 0,
+    "output_tokens": 406,
+    "total_tokens": 14185,
+    "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": 9678.53,
+    "sql_execution_elapsed_ms_total": 1.6,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/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_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ee2e2c0a27d32f73b71a4c1f31c5d3380b4d0766
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/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": "2026-05-19T14:59:46.226801+00:00",
+  "ended_at": "2026-05-19T14:59:55.905359+00:00",
+  "elapsed_ms": 9678.53,
+  "prompt_metrics": {
+    "chars": 5968,
+    "bytes_utf8": 5968,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 763,
+    "bytes_utf8": 763,
+    "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": 392,
+      "bytes_utf8": 392,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13779,
+      "cached_input_tokens": 0,
+      "output_tokens": 406,
+      "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_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1e7715f949e6edddf5035af90798ee6893a2c169
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=maint, group_col_2=lug_boot.",
+  "planned_template_id": "tpl_c2_filtered_group_count_2d",
+  "bindings": {
+    "group_col": "maint",
+    "group_col_2": "lug_boot",
+    "predicate_col": "maint",
+    "predicate_op": "=",
+    "predicate_value": "med",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d040fb37ead01c5edf21858540fd244c1f4cfe2a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c0-049c-7cd3-8465-df98d6484f16"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"maint\\\", \\\"lug_boot\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"maint\\\" = 'med'\\nGROUP BY \\\"maint\\\", \\\"lug_boot\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the required filtered two-dimensional group count template with fixed bindings: group_col=\\\"maint\\\", group_col_2=\\\"lug_boot\\\", and predicate \\\"maint\\\" = 'med'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13779,"cached_input_tokens":0,"output_tokens":406,"reasoning_output_tokens":294}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d1677600a6a23ddda822d70a660edfe03a6cf40d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"maint\", \"lug_boot\", COUNT(*) AS \"row_count\"\nFROM \"c2\"\nWHERE \"maint\" = 'med'\nGROUP BY \"maint\", \"lug_boot\"\nORDER BY \"row_count\" DESC;","notes":"Uses the required filtered two-dimensional group count template with fixed bindings: group_col=\"maint\", group_col_2=\"lug_boot\", and predicate \"maint\" = 'med'."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e429ee5cd4bd8f1d/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5018e138f76275fbc8b6f02d65f8d5d01d3ae06f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5915, "bytes_utf8": 5915, "lines": 183, "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": 516, "bytes_utf8": 516, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13752, "cached_input_tokens": 0, "output_tokens": 359, "reasoning_output_tokens": 221}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..93c190a9d32049286fe2a3b582927b2d6df30fc8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_e8f3907733153a82",
+    "api_calls": 0,
+    "input_tokens": 13752,
+    "cached_input_tokens": 0,
+    "output_tokens": 359,
+    "total_tokens": 14111,
+    "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": 9798.23,
+    "sql_execution_elapsed_ms_total": 1.45,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/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_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..2f9b1a3332bae53b07b482a67e5e593ec2b6a5b9
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/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": "2026-05-19T14:55:09.045499+00:00",
+  "ended_at": "2026-05-19T14:55:18.843759+00:00",
+  "elapsed_ms": 9798.23,
+  "prompt_metrics": {
+    "chars": 5915,
+    "bytes_utf8": 5915,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 863,
+    "bytes_utf8": 863,
+    "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": 516,
+      "bytes_utf8": 516,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13752,
+      "cached_input_tokens": 0,
+      "output_tokens": 359,
+      "reasoning_output_tokens": 221
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a3aed05ea5cdd7d3a2d2b7d0c8b52d10ae20eb07
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=lug_boot, condition_col=lug_boot.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "lug_boot",
+    "condition_col": "lug_boot",
+    "condition_value": "med",
+    "positive_value": "big",
+    "negative_value": "med",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2efc806cae68d773b9ca06b7f14bdf564fb6f383
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bb-c9f4-7cc1-9018-d7403585da1c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"lug_boot\\\",\\n       AVG(CASE WHEN \\\"lug_boot\\\" = 'med' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"lug_boot\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the required template with group_col and condition_col both bound to \\\"lug_boot\\\" and condition_value fixed to 'med'. Because the grouped column and condition column are the same, each group's rate is deterministic: 1.0 for the 'med' group and 0.0 for the other lug_boot groups.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13752,"cached_input_tokens":0,"output_tokens":359,"reasoning_output_tokens":221}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..cc3f041a349d595fdbf651b897b03d22e74fda3c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"lug_boot\",\n       AVG(CASE WHEN \"lug_boot\" = 'med' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"c2\"\nGROUP BY \"lug_boot\"\nORDER BY condition_rate DESC;","notes":"Uses the required template with group_col and condition_col both bound to \"lug_boot\" and condition_value fixed to 'med'. Because the grouped column and condition column are the same, each group's rate is deterministic: 1.0 for the 'med' group and 0.0 for the other lug_boot groups."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e8f3907733153a82/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..65a5cbc6fee2a77b03b73d38116038eb8f9afaa7
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6472, "bytes_utf8": 6472, "lines": 183, "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": 778, "bytes_utf8": 778, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13899, "cached_input_tokens": 12672, "output_tokens": 590, "reasoning_output_tokens": 382}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..8cc48a4e0d9525fafa842705f0bfab2c72ded911
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_e972570386ebce87",
+    "api_calls": 0,
+    "input_tokens": 13899,
+    "cached_input_tokens": 12672,
+    "output_tokens": 590,
+    "total_tokens": 14489,
+    "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": 12996.7,
+    "sql_execution_elapsed_ms_total": 1.19,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/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_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..26e6cbeb573473ad46d2f26ae7d2cd8dce2561ec
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/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": "2026-05-19T14:58:49.837365+00:00",
+  "ended_at": "2026-05-19T14:59:02.834090+00:00",
+  "elapsed_ms": 12996.7,
+  "prompt_metrics": {
+    "chars": 6472,
+    "bytes_utf8": 6472,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1155,
+    "bytes_utf8": 1155,
+    "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": 778,
+      "bytes_utf8": 778,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13899,
+      "cached_input_tokens": 12672,
+      "output_tokens": 590,
+      "reasoning_output_tokens": 382
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..08fb9bccdc373e1c8e246c76b2b84203ac7f0005
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=buying, condition_col=buying.",
+  "planned_template_id": "tpl_m4_group_ratio_two_conditions",
+  "bindings": {
+    "group_col": "buying",
+    "condition_col": "buying",
+    "condition_value": "high",
+    "positive_value": "high",
+    "negative_value": "low",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0b6aaf66a338d3dd0807a3c98a7ae128286e9345
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bf-2875-7423-8b35-d44bde3dbd06"}
+{"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 \\\"buying\\\",\\n           SUM(CASE WHEN \\\"buying\\\" = 'high' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"buying\\\" = 'low' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"c2\\\"\\n    GROUP BY \\\"buying\\\"\\n)\\nSELECT \\\"buying\\\",\\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=\\\"buying\\\" and condition_col=\\\"buying\\\". Because the grouping column and conditioned column are the same, groups other than 'high' and 'low' will produce zero counts, and groups with denominator_count = 0 will yield NULL ratios.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13899,"cached_input_tokens":12672,"output_tokens":590,"reasoning_output_tokens":382}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d85b8b9942754c1cf6cc6e87da15cb9aea889b67
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n    SELECT \"buying\",\n           SUM(CASE WHEN \"buying\" = 'high' THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN \"buying\" = 'low' THEN 1 ELSE 0 END) AS denominator_count\n    FROM \"c2\"\n    GROUP BY \"buying\"\n)\nSELECT \"buying\",\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=\"buying\" and condition_col=\"buying\". Because the grouping column and conditioned column are the same, groups other than 'high' and 'low' will produce zero counts, and groups with denominator_count = 0 will yield NULL ratios."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_e972570386ebce87/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f9a68b7145e752e498df014e59962127531711d5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5651, "bytes_utf8": 5651, "lines": 178, "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": 304, "bytes_utf8": 304, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13698, "cached_input_tokens": 12672, "output_tokens": 170, "reasoning_output_tokens": 77}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..baff738e46f68306848ed6af44c17eb514caba10
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_ec1867306325d70c",
+    "api_calls": 0,
+    "input_tokens": 13698,
+    "cached_input_tokens": 12672,
+    "output_tokens": 170,
+    "total_tokens": 13868,
+    "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": 6275.89,
+    "sql_execution_elapsed_ms_total": 0.85,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/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_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d9f9f48de95c0d4189bf125289f87cd97210a87
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/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": "2026-05-19T15:01:49.803336+00:00",
+  "ended_at": "2026-05-19T15:01:56.079255+00:00",
+  "elapsed_ms": 6275.89,
+  "prompt_metrics": {
+    "chars": 5651,
+    "bytes_utf8": 5651,
+    "lines": 178,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 660,
+    "bytes_utf8": 660,
+    "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": 304,
+      "bytes_utf8": 304,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13698,
+      "cached_input_tokens": 12672,
+      "output_tokens": 170,
+      "reasoning_output_tokens": 77
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a95fc8cd22950fa8e437ff2d8b99f56347fc5a3d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,178 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=buying.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "buying",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9b79d99353600fd588d2966c61a70c1c1f797b8d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c1-e76d-7e93-8654-a996702c56e0"}
+{"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  \\\"buying\\\",\\n  COUNT(*) AS support\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\"\\nORDER BY support ASC, \\\"buying\\\"\\nLIMIT 13;\",\"notes\":\"Applied the Low-Support Group Count template with group_col bound to \\\"buying\\\" on the single table \\\"c2\\\".\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13698,"cached_input_tokens":12672,"output_tokens":170,"reasoning_output_tokens":77}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a2d8d6dfd87bde0a984ac4f8ca635f0959caa982
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n  \"buying\",\n  COUNT(*) AS support\nFROM \"c2\"\nGROUP BY \"buying\"\nORDER BY support ASC, \"buying\"\nLIMIT 13;","notes":"Applied the Low-Support Group Count template with group_col bound to \"buying\" on the single table \"c2\"."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_ec1867306325d70c/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..25c87e4c5ba94299021a9599a8fa5216da84bc4c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5909, "bytes_utf8": 5909, "lines": 183, "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": 506, "bytes_utf8": 506, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13747, "cached_input_tokens": 12672, "output_tokens": 423, "reasoning_output_tokens": 289}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..85275f67892a81724d976a58ef323d901e6f7e16
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_eed066e10fcb34b7",
+    "api_calls": 0,
+    "input_tokens": 13747,
+    "cached_input_tokens": 12672,
+    "output_tokens": 423,
+    "total_tokens": 14170,
+    "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": 9656.25,
+    "sql_execution_elapsed_ms_total": 1.32,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/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_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..60fc8bf715ab31973e6f4c341d251afb11c10f49
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/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": "2026-05-19T14:54:45.784278+00:00",
+  "ended_at": "2026-05-19T14:54:55.440566+00:00",
+  "elapsed_ms": 9656.25,
+  "prompt_metrics": {
+    "chars": 5909,
+    "bytes_utf8": 5909,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 869,
+    "bytes_utf8": 869,
+    "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": 506,
+      "bytes_utf8": 506,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13747,
+      "cached_input_tokens": 12672,
+      "output_tokens": 423,
+      "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_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9081fa2ffc673a34483816b25828017fc3b48b19
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=persons, condition_col=persons.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "persons",
+    "condition_col": "persons",
+    "condition_value": "4",
+    "positive_value": "2",
+    "negative_value": "4",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7c3c4e12790dc67712b46a90aec1ed8890a1e2bb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bb-6f1b-7e40-a184-80acb1462d54"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"persons\\\",\\n       AVG(CASE WHEN \\\"persons\\\" = '4' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with group_col=\\\"persons\\\" and condition_col=\\\"persons\\\" bound to condition_value='4'. Because the grouping and condition use the same column, each group's rate is deterministic: 1 for persons='4' and 0 for other persons groups.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13747,"cached_input_tokens":12672,"output_tokens":423,"reasoning_output_tokens":289}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..933ea6085e2203954f46863484051117660fd90e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"persons\",\n       AVG(CASE WHEN \"persons\" = '4' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"c2\"\nGROUP BY \"persons\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the Grouped Condition Rate template with group_col=\"persons\" and condition_col=\"persons\" bound to condition_value='4'. Because the grouping and condition use the same column, each group's rate is deterministic: 1 for persons='4' and 0 for other persons groups."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eed066e10fcb34b7/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9e02ee8c90b431f988e9e097c13ba6a2e4a5d4fb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5965, "bytes_utf8": 5965, "lines": 184, "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": 376, "bytes_utf8": 376, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13779, "cached_input_tokens": 0, "output_tokens": 341, "reasoning_output_tokens": 230}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..a06374b94064df29cdbec896e9feb7347cb58316
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_eef9285ec48b61d0",
+    "api_calls": 0,
+    "input_tokens": 13779,
+    "cached_input_tokens": 0,
+    "output_tokens": 341,
+    "total_tokens": 14120,
+    "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": 9474.57,
+    "sql_execution_elapsed_ms_total": 1.45,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/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_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..da62e2d2a2d65c2cd31fe8181efa0daf5d1e4659
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/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": "2026-05-19T14:59:55.914235+00:00",
+  "ended_at": "2026-05-19T15:00:05.388846+00:00",
+  "elapsed_ms": 9474.57,
+  "prompt_metrics": {
+    "chars": 5965,
+    "bytes_utf8": 5965,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 747,
+    "bytes_utf8": 747,
+    "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": 376,
+      "bytes_utf8": 376,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13779,
+      "cached_input_tokens": 0,
+      "output_tokens": 341,
+      "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_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..304a447056bba669d755236577db09f63dcf20dc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=maint, group_col_2=safety.",
+  "planned_template_id": "tpl_c2_filtered_group_count_2d",
+  "bindings": {
+    "group_col": "maint",
+    "group_col_2": "safety",
+    "predicate_col": "doors",
+    "predicate_op": "=",
+    "predicate_value": "5more",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3dac458372d2fa4c51dfa3da143215f9bf324506
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c0-2a94-7562-84ba-77d33de1bdcd"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"maint\\\", \\\"safety\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"doors\\\" = '5more'\\nGROUP BY \\\"maint\\\", \\\"safety\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group count template with group_col=\\\"maint\\\", group_col_2=\\\"safety\\\", and predicate \\\"doors\\\" = '5more'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13779,"cached_input_tokens":0,"output_tokens":341,"reasoning_output_tokens":230}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d3c5bdefe2d3a538b9b8c281d19fa0e8f5e75e6b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"maint\", \"safety\", COUNT(*) AS \"row_count\"\nFROM \"c2\"\nWHERE \"doors\" = '5more'\nGROUP BY \"maint\", \"safety\"\nORDER BY \"row_count\" DESC;","notes":"Applied the planned filtered two-dimensional group count template with group_col=\"maint\", group_col_2=\"safety\", and predicate \"doors\" = '5more'."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_eef9285ec48b61d0/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2295243ea772844c7c09726e4a0c926c28829433
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/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=safety, condition_col=safety.
+Result preview: [{"safety": "low", "condition_ratio": 0.0}, {"safety": "high", "condition_ratio": null}, {"safety": "med", "condition_ratio": null}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..f05cb30ead2dbb57d74963c30340857d6770d308
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/generated_sql.sql
@@ -0,0 +1,24 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_c2_f0c6dcca83ed53a1
+-- problem_id: v2p_c2_978fa74831861ca7
+-- realization_mode: agent
+-- source_kind: agent
+WITH "grouped" AS (
+    SELECT "safety",
+           SUM(CASE WHEN "safety" = 'high' THEN 1 ELSE 0 END) AS "numerator_count",
+           SUM(CASE WHEN "safety" = 'low' THEN 1 ELSE 0 END) AS "denominator_count"
+    FROM "c2"
+    GROUP BY "safety"
+)
+SELECT "safety",
+       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_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9604d5f8c0b23745b258892c81a4eb3999e6a73e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/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 \"safety\",\n           SUM(CASE WHEN \"safety\" = 'high' THEN 1 ELSE 0 END) AS \"numerator_count\",\n           SUM(CASE WHEN \"safety\" = 'low' THEN 1 ELSE 0 END) AS \"denominator_count\"\n    FROM \"c2\"\n    GROUP BY \"safety\"\n)\nSELECT \"safety\",\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 \\\"safety\\\",\\n           SUM(CASE WHEN \\\"safety\\\" = 'high' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n           SUM(CASE WHEN \\\"safety\\\" = 'low' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n    FROM \\\"c2\\\"\\n    GROUP BY \\\"safety\\\"\\n)\\nSELECT \\\"safety\\\",\\n       CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"safety\", \"condition_ratio\"], \"rows\": [{\"safety\": \"low\", \"condition_ratio\": 0.0}, {\"safety\": \"high\", \"condition_ratio\": null}, {\"safety\": \"med\", \"condition_ratio\": null}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.45}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..71d7bdae65be5df005b822be8d18641e4c58c030
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T14:58:22.254125+00:00",
+  "ended_at": "2026-05-19T14:58:35.731576+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_f0c6dcca83ed53a1",
+    "problem_id": "v2p_c2_978fa74831861ca7",
+    "dataset_id": "c2",
+    "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=safety, condition_col=safety.",
+    "bindings": {
+      "group_col": "safety",
+      "condition_col": "safety",
+      "condition_value": "high",
+      "positive_value": "high",
+      "negative_value": "low",
+      "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": 0.0,
+      "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": "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_f/c2/sql/v2q_c2_f0c6dcca83ed53a1.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_f0c6dcca83ed53a1",
+    "api_calls": 0,
+    "input_tokens": 13897,
+    "cached_input_tokens": 12672,
+    "output_tokens": 714,
+    "total_tokens": 14611,
+    "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": 13472.5,
+    "sql_execution_elapsed_ms_total": 1.45,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/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_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..21ae6215fe2188bcc2055b6edf6ce9b2dc7a0db6
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T14:58:35.728376+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": 13472.5, "started_at": "2026-05-19T14:58:22.254836+00:00", "ended_at": "2026-05-19T14:58:35.727363+00:00", "prompt_metrics": {"chars": 6472, "bytes_utf8": 6472, "lines": 183, "estimated_tokens": null}, "response_metrics": {"chars": 697, "bytes_utf8": 697, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13897, "cached_input_tokens": 12672, "output_tokens": 714, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n    SELECT \\\"safety\\\",\\n           SUM(CASE WHEN \\\"safety\\\" = 'high' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n           SUM(CASE WHEN \\\"safety\\\" = 'low' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n    FROM \\\"c2\\\"\\n    GROUP BY \\\"safety\\\"\\n)\\nSELECT \\\"safety\\\",\\n       CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Used the planned grouped-ratio template with group_col=\\\"safety\\\" and condition_col=\\\"safety\\\", comparing positive_value='high' against negative_value='low' within each safety group.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..301982ab7e8f231c5b67e0cb02ce207d7484be64
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_f0c6dcca83ed53a1",
+  "api_calls": 0,
+  "input_tokens": 13897,
+  "cached_input_tokens": 12672,
+  "output_tokens": 714,
+  "total_tokens": 14611,
+  "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": 13472.5,
+  "sql_execution_elapsed_ms_total": 1.45,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0c6dcca83ed53a1/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_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b7fcccf88713529be13af5557a735f05d9a72c68
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5984, "bytes_utf8": 5984, "lines": 184, "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": 495, "bytes_utf8": 495, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13767, "cached_input_tokens": 0, "output_tokens": 409, "reasoning_output_tokens": 276}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..fed3144b17a1e4a354e53074372914782bef40e5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_f0fb84acf91ba7a5",
+    "api_calls": 0,
+    "input_tokens": 13767,
+    "cached_input_tokens": 0,
+    "output_tokens": 409,
+    "total_tokens": 14176,
+    "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": 10971.62,
+    "sql_execution_elapsed_ms_total": 0.62,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/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_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..70d3b1cc60c667fbbe31a7ea6cfeccb0b42a61cd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/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": "2026-05-19T15:17:23.034050+00:00",
+  "ended_at": "2026-05-19T15:17:34.005701+00:00",
+  "elapsed_ms": 10971.62,
+  "prompt_metrics": {
+    "chars": 5984,
+    "bytes_utf8": 5984,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 863,
+    "bytes_utf8": 863,
+    "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": 495,
+      "bytes_utf8": 495,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13767,
+      "cached_input_tokens": 0,
+      "output_tokens": 409,
+      "reasoning_output_tokens": 276
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a7adb44213e76649c2e0c76cae0817e5dd32bd17
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_distinct_topk",
+    "template_name": "Filtered Top-k Distinct Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Distinct Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=safety.",
+  "planned_template_id": "tpl_clickbench_filtered_distinct_topk",
+  "bindings": {
+    "group_col": "safety",
+    "predicate_col": "doors",
+    "predicate_op": "=",
+    "predicate_value": "4",
+    "entity_col": "safety",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f297ba1d2689e2c87beaaf01bc5e4629faa18dce
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40d0-24db-7cd3-9455-809ade3a5a8c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_distinct_topk\\nSELECT \\\"safety\\\", COUNT(DISTINCT \\\"safety\\\") AS \\\"distinct_entities\\\"\\nFROM \\\"c2\\\"\\nWHERE \\\"doors\\\" = '4'\\nGROUP BY \\\"safety\\\"\\nORDER BY \\\"distinct_entities\\\" DESC\\nLIMIT 18;\",\"notes\":\"Used the bound template exactly with group_col=\\\"safety\\\", predicate on \\\"doors\\\" = '4', and entity_col=\\\"safety\\\". Because the grouped column and distinct-counted column are the same, each matching safety group will have distinct_entities = 1.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13767,"cached_input_tokens":0,"output_tokens":409,"reasoning_output_tokens":276}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3c4b16c9260a8e9af3e3e5d498039866c2f722de
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_distinct_topk\nSELECT \"safety\", COUNT(DISTINCT \"safety\") AS \"distinct_entities\"\nFROM \"c2\"\nWHERE \"doors\" = '4'\nGROUP BY \"safety\"\nORDER BY \"distinct_entities\" DESC\nLIMIT 18;","notes":"Used the bound template exactly with group_col=\"safety\", predicate on \"doors\" = '4', and entity_col=\"safety\". Because the grouped column and distinct-counted column are the same, each matching safety group will have distinct_entities = 1."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f0fb84acf91ba7a5/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b4b0d6652d4d60364e56caad6e35840585f0d1f5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/final_answer.txt
@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Two-Axis Target Rate Surface to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=doors, group_col_2=safety, target_col=class.
+Result preview: [{"doors": "3", "safety": "high", "target_rate": 0.375}, {"doors": "4", "safety": "high", "target_rate": 0.3611111111111111}, {"doors": "5more", "safety": "high", "target_rate": 0.3611111111111111}, {"doors": "4", "safety": "med", "target_rate": 0.3472222222222222}, {"doors": "5more", "safety": "med", "target_rate": 0.3472222222222222}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..7d67566c2f64a9f1ef545d9afbe8e275b0186d5d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- family_id: conditional_dependency_structure
+-- canonical_subitem_id: direction_consistency
+-- intended_facet_id: conditional_rate_shift
+-- variant_semantic_role: ranked_signal_view
+-- template_id: tpl_c2_two_dim_target_rate
+-- query_record_id: v2q_c2_f41af80c922e2d9f
+-- problem_id: v2p_c2_cb34f20a63e6dbc8
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "doors", "safety",
+       AVG(CASE WHEN "class" = 'acc' THEN 1 ELSE 0 END) AS "target_rate"
+FROM "c2"
+GROUP BY "doors", "safety"
+ORDER BY "target_rate" DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..3a91d8b52359e1309c1de469ba5cad0aba9d3777
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/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_two_dim_target_rate\nSELECT \"doors\", \"safety\",\n       AVG(CASE WHEN \"class\" = 'acc' THEN 1 ELSE 0 END) AS \"target_rate\"\nFROM \"c2\"\nGROUP BY \"doors\", \"safety\"\nORDER BY \"target_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"doors\\\", \\\"safety\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'acc' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\", \\\"safety\\\"\\nORDER BY \\\"target_rate\\\" DESC;\", \"columns\": [\"doors\", \"safety\", \"target_rate\"], \"rows\": [{\"doors\": \"3\", \"safety\": \"high\", \"target_rate\": 0.375}, {\"doors\": \"4\", \"safety\": \"high\", \"target_rate\": 0.3611111111111111}, {\"doors\": \"5more\", \"safety\": \"high\", \"target_rate\": 0.3611111111111111}, {\"doors\": \"4\", \"safety\": \"med\", \"target_rate\": 0.3472222222222222}, {\"doors\": \"5more\", \"safety\": \"med\", \"target_rate\": 0.3472222222222222}, {\"doors\": \"2\", \"safety\": \"high\", \"target_rate\": 0.3194444444444444}, {\"doors\": \"3\", \"safety\": \"med\", \"target_rate\": 0.3125}, {\"doors\": \"2\", \"safety\": \"med\", \"target_rate\": 0.24305555555555555}, {\"doors\": \"2\", \"safety\": \"low\", \"target_rate\": 0.0}, {\"doors\": \"3\", \"safety\": \"low\", \"target_rate\": 0.0}, {\"doors\": \"4\", \"safety\": \"low\", \"target_rate\": 0.0}, {\"doors\": \"5more\", \"safety\": \"low\", \"target_rate\": 0.0}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.16}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..8ea385367842b93915803b080ee2ceb727422814
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T15:08:32.051387+00:00",
+  "ended_at": "2026-05-19T15:08:42.105257+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_f41af80c922e2d9f",
+    "problem_id": "v2p_c2_cb34f20a63e6dbc8",
+    "dataset_id": "c2",
+    "template_id": "tpl_c2_two_dim_target_rate",
+    "template_name": "Two-Axis Target Rate Surface",
+    "family_id": "conditional_dependency_structure",
+    "canonical_subitem_id": "direction_consistency",
+    "intended_facet_id": "conditional_rate_shift",
+    "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 Two-Axis Target Rate Surface to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=doors, group_col_2=safety, target_col=class.",
+    "bindings": {
+      "group_col": "doors",
+      "group_col_2": "safety",
+      "target_col": "class",
+      "target_value": "acc",
+      "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": 0.0,
+      "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",
+      "group_col_2",
+      "target_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2},\n       AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS target_rate\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY target_rate DESC;",
+    "notes": [
+      "default_facets=conditional_rate_shift",
+      "template_selection_mode=rule",
+      "problem_index_within_template=2",
+      "sql_variant_index=1/2",
+      "binding_index=97"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 9,
+    "problem_index_within_template": 2,
+    "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_f/c2/sql/v2q_c2_f41af80c922e2d9f.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_f41af80c922e2d9f",
+    "api_calls": 0,
+    "input_tokens": 13787,
+    "cached_input_tokens": 12672,
+    "output_tokens": 362,
+    "total_tokens": 14149,
+    "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": 10047.16,
+    "sql_execution_elapsed_ms_total": 3.16,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/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_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..41864086244ecb502084a81e68879c980b7a183a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T15:08:42.100270+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": 10047.16, "started_at": "2026-05-19T15:08:32.052091+00:00", "ended_at": "2026-05-19T15:08:42.099278+00:00", "prompt_metrics": {"chars": 5945, "bytes_utf8": 5945, "lines": 183, "estimated_tokens": null}, "response_metrics": {"chars": 379, "bytes_utf8": 379, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13787, "cached_input_tokens": 12672, "output_tokens": 362, "reasoning_output_tokens": 250}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_two_dim_target_rate\\nSELECT \\\"doors\\\", \\\"safety\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'acc' THEN 1 ELSE 0 END) AS \\\"target_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\", \\\"safety\\\"\\nORDER BY \\\"target_rate\\\" DESC;\",\"notes\":\"Computes the rate of rows with class='acc' for each (doors, safety) combination using the specified two-axis target-rate template.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..5aceab9efe6faef53fe868225c4a07277bea9408
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_f41af80c922e2d9f",
+  "api_calls": 0,
+  "input_tokens": 13787,
+  "cached_input_tokens": 12672,
+  "output_tokens": 362,
+  "total_tokens": 14149,
+  "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": 10047.16,
+  "sql_execution_elapsed_ms_total": 3.16,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f41af80c922e2d9f/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_f/c2/artifacts/v2q_c2_f5da2420df025d17/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..aa4cc620fea4d6a5d9a0abba2f60f914857f9f7a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/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=buying, condition_col=buying.
+Result preview: [{"buying": "high", "condition_rate": 1.0}, {"buying": "vhigh", "condition_rate": 0.0}, {"buying": "med", "condition_rate": 0.0}, {"buying": "low", "condition_rate": 0.0}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..785a2b5220d0c471c714bd68b7a99c166cc23d50
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/generated_sql.sql
@@ -0,0 +1,18 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_c2_f5da2420df025d17
+-- problem_id: v2p_c2_059d97f50c7d6359
+-- realization_mode: agent
+-- source_kind: agent
+SELECT "buying",
+       AVG(CASE WHEN "buying" = 'high' THEN 1 ELSE 0 END) AS "condition_rate"
+FROM "c2"
+GROUP BY "buying"
+ORDER BY "condition_rate" DESC;
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d1725c77d91bb19300ecbec3a6c9c4c3fac4a6e2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/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 \"buying\",\n       AVG(CASE WHEN \"buying\" = 'high' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"c2\"\nGROUP BY \"buying\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"buying\\\",\\n       AVG(CASE WHEN \\\"buying\\\" = 'high' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"buying\", \"condition_rate\"], \"rows\": [{\"buying\": \"high\", \"condition_rate\": 1.0}, {\"buying\": \"vhigh\", \"condition_rate\": 0.0}, {\"buying\": \"med\", \"condition_rate\": 0.0}, {\"buying\": \"low\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.76}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..6eee96e6e0e6e3c4d4b9558dc36ddf67ef7c5420
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T14:55:55.653706+00:00",
+  "ended_at": "2026-05-19T14:56:06.246793+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_f5da2420df025d17",
+    "problem_id": "v2p_c2_059d97f50c7d6359",
+    "dataset_id": "c2",
+    "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=buying, condition_col=buying.",
+    "bindings": {
+      "group_col": "buying",
+      "condition_col": "buying",
+      "condition_value": "high",
+      "positive_value": "high",
+      "negative_value": "low",
+      "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": 0.0,
+      "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=pairwise_conditional_dependency",
+      "template_selection_mode=rule",
+      "problem_index_within_template=5",
+      "sql_variant_index=1/2",
+      "binding_index=28"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 3,
+    "problem_index_within_template": 5,
+    "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_f/c2/sql/v2q_c2_f5da2420df025d17.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_f5da2420df025d17",
+    "api_calls": 0,
+    "input_tokens": 13752,
+    "cached_input_tokens": 0,
+    "output_tokens": 347,
+    "total_tokens": 14099,
+    "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": 10586.34,
+    "sql_execution_elapsed_ms_total": 1.76,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/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_f/c2/artifacts/v2q_c2_f5da2420df025d17/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7393dfed68407a9c990a2d9c0dd7120099a628dd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T14:56:06.242615+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": 10586.34, "started_at": "2026-05-19T14:55:55.654943+00:00", "ended_at": "2026-05-19T14:56:06.241318+00:00", "prompt_metrics": {"chars": 5916, "bytes_utf8": 5916, "lines": 183, "estimated_tokens": null}, "response_metrics": {"chars": 556, "bytes_utf8": 556, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13752, "cached_input_tokens": 0, "output_tokens": 347, "reasoning_output_tokens": 199}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"buying\\\",\\n       AVG(CASE WHEN \\\"buying\\\" = 'high' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template with group_col and condition_col both bound to \\\"buying\\\" and condition_value='high'. Because the grouping column and condition column are the same, the result is structurally trivial: the \\\"high\\\" group will have rate 1.0 and all other buying groups will have rate 0.0.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..de606df6017e2d4e416265c5fe7b2a4d2a9cebfb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_f5da2420df025d17",
+  "api_calls": 0,
+  "input_tokens": 13752,
+  "cached_input_tokens": 0,
+  "output_tokens": 347,
+  "total_tokens": 14099,
+  "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": 10586.34,
+  "sql_execution_elapsed_ms_total": 1.76,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f5da2420df025d17/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_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cd01487a86dee1b172e19a70eaab82145f211701
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5823, "bytes_utf8": 5823, "lines": 180, "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": 418, "bytes_utf8": 418, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13766, "cached_input_tokens": 12672, "output_tokens": 307, "reasoning_output_tokens": 187}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..ea4c2bb6f4a86c933984f489d33611dbc3e52f80
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_f70fd9dbaa30a980",
+    "api_calls": 0,
+    "input_tokens": 13766,
+    "cached_input_tokens": 12672,
+    "output_tokens": 307,
+    "total_tokens": 14073,
+    "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": 7736.59,
+    "sql_execution_elapsed_ms_total": 1.88,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/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_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..35d350e561a74f1ccfbd731e43c54227b4e9780f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/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": "2026-05-19T15:03:59.537216+00:00",
+  "ended_at": "2026-05-19T15:04:07.273831+00:00",
+  "elapsed_ms": 7736.59,
+  "prompt_metrics": {
+    "chars": 5823,
+    "bytes_utf8": 5823,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 796,
+    "bytes_utf8": 796,
+    "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": 418,
+      "bytes_utf8": 418,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13766,
+      "cached_input_tokens": 12672,
+      "output_tokens": 307,
+      "reasoning_output_tokens": 187
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d11ff466ed18be4a82608ea9d0d67ebbf12db3c8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_pairwise_sparse_slice_v2",
+    "template_name": "Pairwise Sparse Slice Count",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "group_col_2"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Pairwise Sparse Slice Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=doors, group_col_2=safety.",
+  "planned_template_id": "tpl_tail_pairwise_sparse_slice_v2",
+  "bindings": {
+    "group_col": "doors",
+    "group_col_2": "safety",
+    "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": 0.0,
+    "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    {group_col_2},\n    COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}, {group_col_2}\nORDER BY support ASC, {group_col}, {group_col_2}\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4e3fc5383ca53160318adda8c63179fe8aa7b656
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c3-e235-7311-9f2a-9d150dfaa088"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_pairwise_sparse_slice_v2\\nSELECT\\n    \\\"doors\\\",\\n    \\\"safety\\\",\\n    COUNT(*) AS \\\"support\\\"\\nFROM \\\"c2\\\"\\nGROUP BY \\\"doors\\\", \\\"safety\\\"\\nORDER BY \\\"support\\\" ASC, \\\"doors\\\", \\\"safety\\\"\\nLIMIT 11;\",\"notes\":\"Uses the planned Pairwise Sparse Slice Count template with group_col=\\\"doors\\\", group_col_2=\\\"safety\\\", and top_k=11 to surface the least-supported door/safety combinations.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13766,"cached_input_tokens":12672,"output_tokens":307,"reasoning_output_tokens":187}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..11fade3b1e7b49db7db609db1372b83b1ab3de88
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_pairwise_sparse_slice_v2\nSELECT\n    \"doors\",\n    \"safety\",\n    COUNT(*) AS \"support\"\nFROM \"c2\"\nGROUP BY \"doors\", \"safety\"\nORDER BY \"support\" ASC, \"doors\", \"safety\"\nLIMIT 11;","notes":"Uses the planned Pairwise Sparse Slice Count template with group_col=\"doors\", group_col_2=\"safety\", and top_k=11 to surface the least-supported door/safety combinations."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f70fd9dbaa30a980/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6f842ebfbb33b21b7cfaa8479f262f9937333bf5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5997, "bytes_utf8": 5997, "lines": 181, "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": 460, "bytes_utf8": 460, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13802, "cached_input_tokens": 0, "output_tokens": 286, "reasoning_output_tokens": 151}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..9292a68e11524b37a475ee6603534cb97ea4c709
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_f77c0809443ecbb5",
+    "api_calls": 0,
+    "input_tokens": 13802,
+    "cached_input_tokens": 0,
+    "output_tokens": 286,
+    "total_tokens": 14088,
+    "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": 8287.21,
+    "sql_execution_elapsed_ms_total": 1.41,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/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_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..55ace846fbbe78d6fdd5bece595355a5465c361c
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/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": "2026-05-19T15:05:48.367137+00:00",
+  "ended_at": "2026-05-19T15:05:56.654379+00:00",
+  "elapsed_ms": 8287.21,
+  "prompt_metrics": {
+    "chars": 5997,
+    "bytes_utf8": 5997,
+    "lines": 181,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 815,
+    "bytes_utf8": 815,
+    "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": 460,
+      "bytes_utf8": 460,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13802,
+      "cached_input_tokens": 0,
+      "output_tokens": 286,
+      "reasoning_output_tokens": 151
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..312e24f7df8691b78a422f94cdeec73fdaf6e1ec
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,181 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tail_target_rate_extremes_v2",
+    "template_name": "Tail Target-Rate Extremes",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT\n    {group_col},\n    COUNT(*) AS support,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "target_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Tail Target-Rate Extremes to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=persons, target_col=class.",
+  "planned_template_id": "tpl_tail_target_rate_extremes_v2",
+  "bindings": {
+    "group_col": "persons",
+    "target_col": "class",
+    "target_value": "vgood",
+    "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": 0.0,
+    "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,\n    AVG(CASE WHEN {target_col} = {target_value} THEN 1 ELSE 0 END) AS focus_rate\nFROM {table}\nGROUP BY {group_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY focus_rate DESC, support ASC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ded408c2a7c4d478e5fe71a635776a032c2553ab
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c5-8b47-7503-90cf-64f9e68c44c9"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_target_rate_extremes_v2\\nSELECT\\n  \\\"persons\\\",\\n  COUNT(*) AS support,\\n  AVG(CASE WHEN \\\"class\\\" = 'vgood' THEN 1 ELSE 0 END) AS focus_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"persons\\\"\\nHAVING COUNT(*) >= 5\\nORDER BY focus_rate DESC, support ASC\\nLIMIT 12;\",\"notes\":\"Applies the planned Tail Target-Rate Extremes template using group_col=\\\"persons\\\" and target_col=\\\"class\\\", measuring the rate of class='vgood' per persons category.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13802,"cached_input_tokens":0,"output_tokens":286,"reasoning_output_tokens":151}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..212390040d5f6b703865f10f9e00010a94586be8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_target_rate_extremes_v2\nSELECT\n  \"persons\",\n  COUNT(*) AS support,\n  AVG(CASE WHEN \"class\" = 'vgood' THEN 1 ELSE 0 END) AS focus_rate\nFROM \"c2\"\nGROUP BY \"persons\"\nHAVING COUNT(*) >= 5\nORDER BY focus_rate DESC, support ASC\nLIMIT 12;","notes":"Applies the planned Tail Target-Rate Extremes template using group_col=\"persons\" and target_col=\"class\", measuring the rate of class='vgood' per persons category."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f77c0809443ecbb5/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/final_answer.txt
new file mode 100644
index 0000000000000000000000000000000000000000..407f5f2c05df502075a40a4e466041ad7ade5315
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/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=class, condition_col=class.
+Result preview: [{"class": "acc", "condition_ratio": 0.0}, {"class": "good", "condition_ratio": null}, {"class": "unacc", "condition_ratio": null}, {"class": "vgood", "condition_ratio": null}]
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/generated_sql.sql
new file mode 100644
index 0000000000000000000000000000000000000000..cb93d38e92517be92c679bce67bcefe764095ab5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/generated_sql.sql
@@ -0,0 +1,24 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_f
+-- sql_source_dataset_id: c2
+-- 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_c2_f841e9e88813eaeb
+-- problem_id: v2p_c2_fc340f74bf805c56
+-- realization_mode: agent
+-- source_kind: agent
+WITH grouped AS (
+    SELECT "class",
+           SUM(CASE WHEN "class" = 'unacc' THEN 1 ELSE 0 END) AS numerator_count,
+           SUM(CASE WHEN "class" = 'acc' THEN 1 ELSE 0 END) AS denominator_count
+    FROM "c2"
+    GROUP BY "class"
+)
+SELECT "class",
+       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_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/query_results.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..e670ba1d8c20023e64cebaf1ff9395f3ab5a28dd
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/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 \"class\",\n           SUM(CASE WHEN \"class\" = 'unacc' THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN \"class\" = 'acc' THEN 1 ELSE 0 END) AS denominator_count\n    FROM \"c2\"\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;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n    SELECT \\\"class\\\",\\n           SUM(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"class\\\" = 'acc' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"c2\\\"\\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;\", \"columns\": [\"class\", \"condition_ratio\"], \"rows\": [{\"class\": \"acc\", \"condition_ratio\": 0.0}, {\"class\": \"good\", \"condition_ratio\": null}, {\"class\": \"unacc\", \"condition_ratio\": null}, {\"class\": \"vgood\", \"condition_ratio\": null}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.16}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/run_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..a24beaf5d0d9b67a33437e34a6ea28bb9a831619
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/run_manifest.json
@@ -0,0 +1,92 @@
+{
+  "run_id": "v2_cli_20260502_081223_f",
+  "dataset_id": "c2",
+  "started_at": "2026-05-19T14:58:35.732401+00:00",
+  "ended_at": "2026-05-19T14:58:49.834494+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_c2_f841e9e88813eaeb",
+    "problem_id": "v2p_c2_fc340f74bf805c56",
+    "dataset_id": "c2",
+    "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=class, condition_col=class.",
+    "bindings": {
+      "group_col": "class",
+      "condition_col": "class",
+      "condition_value": "unacc",
+      "positive_value": "unacc",
+      "negative_value": "acc",
+      "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": 0.0,
+      "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": "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=6",
+      "sql_variant_index=1/1",
+      "binding_index=41"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 4,
+    "problem_index_within_template": 6,
+    "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_f/c2/sql/v2q_c2_f841e9e88813eaeb.sql",
+  "usage_summary": {
+    "dataset_id": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_f841e9e88813eaeb",
+    "api_calls": 0,
+    "input_tokens": 13897,
+    "cached_input_tokens": 0,
+    "output_tokens": 705,
+    "total_tokens": 14602,
+    "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": 14095.73,
+    "sql_execution_elapsed_ms_total": 2.16,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/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_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/trace.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ce6bfdeecc972d1cfb271f3bfa44ed69f711c793
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/trace.jsonl
@@ -0,0 +1 @@
+{"timestamp": "2026-05-19T14:58:49.830272+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": 14095.73, "started_at": "2026-05-19T14:58:35.733378+00:00", "ended_at": "2026-05-19T14:58:49.829141+00:00", "prompt_metrics": {"chars": 6469, "bytes_utf8": 6469, "lines": 183, "estimated_tokens": null}, "response_metrics": {"chars": 723, "bytes_utf8": 723, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13897, "cached_input_tokens": 0, "output_tokens": 705, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n    SELECT \\\"class\\\",\\n           SUM(CASE WHEN \\\"class\\\" = 'unacc' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"class\\\" = 'acc' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"c2\\\"\\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\":\"Uses the requested template and bindings exactly. Because both group_col and condition_col are \\\"class\\\", the ratio is self-referential and mostly degenerate: \\\"acc\\\" yields 0, while groups without any denominator support yield NULL via NULLIF.\"}"}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/usage_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..dcf4a1d19dff4fe461efa1728fe9fddc587b5cf4
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/usage_summary.json
@@ -0,0 +1,20 @@
+{
+  "dataset_id": "c2",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_c2_f841e9e88813eaeb",
+  "api_calls": 0,
+  "input_tokens": 13897,
+  "cached_input_tokens": 0,
+  "output_tokens": 705,
+  "total_tokens": 14602,
+  "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": 14095.73,
+  "sql_execution_elapsed_ms_total": 2.16,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_f841e9e88813eaeb/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_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..efd24c8df835c1e97083752eeb5cc445dea03792
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5905, "bytes_utf8": 5905, "lines": 183, "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": 463, "bytes_utf8": 463, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13749, "cached_input_tokens": 0, "output_tokens": 351, "reasoning_output_tokens": 226}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..fd99c11883aa19b6ec408787c769f38cda131fe2
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_fbba6019251bca2a",
+    "api_calls": 0,
+    "input_tokens": 13749,
+    "cached_input_tokens": 0,
+    "output_tokens": 351,
+    "total_tokens": 14100,
+    "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": 9039.67,
+    "sql_execution_elapsed_ms_total": 1.58,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/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_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..43911c0a085bce326e9c391f282fc02fb8d6b10b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/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": "2026-05-19T14:55:46.608705+00:00",
+  "ended_at": "2026-05-19T14:55:55.648402+00:00",
+  "elapsed_ms": 9039.67,
+  "prompt_metrics": {
+    "chars": 5905,
+    "bytes_utf8": 5905,
+    "lines": 183,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 814,
+    "bytes_utf8": 814,
+    "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": 463,
+      "bytes_utf8": 463,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13749,
+      "cached_input_tokens": 0,
+      "output_tokens": 351,
+      "reasoning_output_tokens": 226
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5c6ed643c573ba164d9d6fe21f96deef129d017e
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,183 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=class, condition_col=class.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "class",
+    "condition_col": "class",
+    "condition_value": "acc",
+    "positive_value": "unacc",
+    "negative_value": "acc",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..977496c89aa1d80bd5b7a0b6b968dbb5667e5654
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40bc-5cbb-71a1-a29e-0bfe5039115c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"class\\\",\\n       AVG(CASE WHEN \\\"class\\\" = 'acc' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c2\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the requested template with group_col=\\\"class\\\" and condition_col=\\\"class\\\". Because the grouping column and condition column are the same, each group's rate is deterministic: 1.0 for class='acc' and 0.0 for all other class groups.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13749,"cached_input_tokens":0,"output_tokens":351,"reasoning_output_tokens":226}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..374e94a6dd4b31ace3480bfba918241434be2c70
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"class\",\n       AVG(CASE WHEN \"class\" = 'acc' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"c2\"\nGROUP BY \"class\"\nORDER BY condition_rate DESC;","notes":"Applied the requested template with group_col=\"class\" and condition_col=\"class\". Because the grouping column and condition column are the same, each group's rate is deterministic: 1.0 for class='acc' and 0.0 for all other class groups."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fbba6019251bca2a/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..924555989030d77f571c491b5f88c1331d6db709
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5962, "bytes_utf8": 5962, "lines": 184, "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": 361, "bytes_utf8": 361, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13777, "cached_input_tokens": 0, "output_tokens": 291, "reasoning_output_tokens": 189}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f39d1b0358a23d9a37df72b1f5d656b882acca54
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_fd8e7bab25167529",
+    "api_calls": 0,
+    "input_tokens": 13777,
+    "cached_input_tokens": 0,
+    "output_tokens": 291,
+    "total_tokens": 14068,
+    "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": 10418.3,
+    "sql_execution_elapsed_ms_total": 1.64,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/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_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..c1f5f0eb166a073d7621443b742bdbd4af8040a5
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/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": "2026-05-19T15:00:05.396413+00:00",
+  "ended_at": "2026-05-19T15:00:15.814746+00:00",
+  "elapsed_ms": 10418.3,
+  "prompt_metrics": {
+    "chars": 5962,
+    "bytes_utf8": 5962,
+    "lines": 184,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 724,
+    "bytes_utf8": 724,
+    "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": 361,
+      "bytes_utf8": 361,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13777,
+      "cached_input_tokens": 0,
+      "output_tokens": 291,
+      "reasoning_output_tokens": 189
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ee0ebde81375a4148cb9d55f0292a87891f34133
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,184 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+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": "c2",
+  "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=maint, group_col_2=class.",
+  "planned_template_id": "tpl_c2_filtered_group_count_2d",
+  "bindings": {
+    "group_col": "maint",
+    "group_col_2": "class",
+    "predicate_col": "persons",
+    "predicate_op": "=",
+    "predicate_value": "4",
+    "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": 0.0,
+    "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_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a09faa4956ce15087b40957edb8d8af13881e256
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40c0-4f8a-7433-be58-4a0cae7b3a3d"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"maint\\\", \\\"class\\\", COUNT(*) AS row_count\\nFROM \\\"c2\\\"\\nWHERE \\\"persons\\\" = '4'\\nGROUP BY \\\"maint\\\", \\\"class\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group count template with group_col=\\\"maint\\\", group_col_2=\\\"class\\\", and predicate \\\"persons\\\" = '4'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13777,"cached_input_tokens":0,"output_tokens":291,"reasoning_output_tokens":189}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..28a48716571961640422afd6d7bd314c78c7dd8b
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"maint\", \"class\", COUNT(*) AS row_count\nFROM \"c2\"\nWHERE \"persons\" = '4'\nGROUP BY \"maint\", \"class\"\nORDER BY row_count DESC;","notes":"Applied the planned filtered two-dimensional group count template with group_col=\"maint\", group_col_2=\"class\", and predicate \"persons\" = '4'."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fd8e7bab25167529/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b648d3707f84179d03f4407fcf187b4db541fc99
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5775, "bytes_utf8": 5775, "lines": 180, "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": 457, "bytes_utf8": 457, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13715, "cached_input_tokens": 0, "output_tokens": 424, "reasoning_output_tokens": 309}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..b9dee766c4365cc3de673389fa365c62e758943a
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_fde97c6f68cc4bc4",
+    "api_calls": 0,
+    "input_tokens": 13715,
+    "cached_input_tokens": 0,
+    "output_tokens": 424,
+    "total_tokens": 14139,
+    "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": 11990.29,
+    "sql_execution_elapsed_ms_total": 1.14,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/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_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..178325e4464fc4a50269c3b5a41b9ca50fc1d119
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/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": "2026-05-19T14:51:13.086630+00:00",
+  "ended_at": "2026-05-19T14:51:25.076959+00:00",
+  "elapsed_ms": 11990.29,
+  "prompt_metrics": {
+    "chars": 5775,
+    "bytes_utf8": 5775,
+    "lines": 180,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 808,
+    "bytes_utf8": 808,
+    "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": 457,
+      "bytes_utf8": 457,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13715,
+      "cached_input_tokens": 0,
+      "output_tokens": 424,
+      "reasoning_output_tokens": 309
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..781f7ff4b323d9049b8619c43edec580aed24040
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,180 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_distinct_topk",
+    "template_name": "Top-k Groups by Distinct Entity Coverage",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, COUNT(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "entity_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Top-k Groups by Distinct Entity Coverage to probe internal_profile_stability with semantic role ranked_signal_view. Focus on group_col=buying.",
+  "planned_template_id": "tpl_clickbench_group_distinct_topk",
+  "bindings": {
+    "group_col": "buying",
+    "entity_col": "buying",
+    "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": 0.0,
+    "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(DISTINCT {entity_col}) AS distinct_entities\nFROM {table}\nGROUP BY {group_col}\nORDER BY distinct_entities DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a30819dfd3bf6aab1a03ead015bb958e233944eb
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40b8-3045-7151-96bd-d447e11bc3cd"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_distinct_topk\\nSELECT \\\"buying\\\", COUNT(DISTINCT \\\"buying\\\") AS distinct_entities\\nFROM \\\"c2\\\"\\nGROUP BY \\\"buying\\\"\\nORDER BY distinct_entities DESC\\nLIMIT 10;\",\"notes\":\"Applied the provided template with group_col=\\\"buying\\\" and entity_col=\\\"buying\\\" exactly as bound. Because the distinct entity column is the same as the grouping column, each non-null buying group will typically have distinct_entities = 1.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13715,"cached_input_tokens":0,"output_tokens":424,"reasoning_output_tokens":309}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0af46316febc6faf55e6e0f23dba231a51e43597
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_distinct_topk\nSELECT \"buying\", COUNT(DISTINCT \"buying\") AS distinct_entities\nFROM \"c2\"\nGROUP BY \"buying\"\nORDER BY distinct_entities DESC\nLIMIT 10;","notes":"Applied the provided template with group_col=\"buying\" and entity_col=\"buying\" exactly as bound. Because the distinct entity column is the same as the grouping column, each non-null buying group will typically have distinct_entities = 1."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fde97c6f68cc4bc4/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/conversation.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c943ad2b01a84219d356c8eab871497dff3119bc
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/conversation.jsonl
@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 5853, "bytes_utf8": 5853, "lines": 182, "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": 381, "bytes_utf8": 381, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 13736, "cached_input_tokens": 12672, "output_tokens": 330, "reasoning_output_tokens": 229}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/session_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..c68371dc79312fe6fc43b3c2fe776a307bd23c3f
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/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": "c2",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c2_fe07080409bb95a0",
+    "api_calls": 0,
+    "input_tokens": 13736,
+    "cached_input_tokens": 12672,
+    "output_tokens": 330,
+    "total_tokens": 14066,
+    "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": 8733.43,
+    "sql_execution_elapsed_ms_total": 0.99,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/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_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/sql_attempt_1.metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed668261da8d7bafa7bed9cecb088cf97aff3968
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/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": "2026-05-19T15:14:15.507678+00:00",
+  "ended_at": "2026-05-19T15:14:24.241135+00:00",
+  "elapsed_ms": 8733.43,
+  "prompt_metrics": {
+    "chars": 5853,
+    "bytes_utf8": 5853,
+    "lines": 182,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 733,
+    "bytes_utf8": 733,
+    "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": 381,
+      "bytes_utf8": 381,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 13736,
+      "cached_input_tokens": 12672,
+      "output_tokens": 330,
+      "reasoning_output_tokens": 229
+    }
+  },
+  "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_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/sql_prompt_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5bfc5a6a058010da3fa4c64e3c94db7b7fd36872
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/sql_prompt_attempt_1.txt
@@ -0,0 +1,182 @@
+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: c2
+- dataset_name: Car Evaluation
+- table_name: c2
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one car configuration described by six ordinal categorical attributes.
+- task_type: classification
+- target_column: class
+- main_row_count: 1728
+- important_fields:
+- buying: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Buying price category.
+- maint: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high', 'vhigh'] tags=['condition_candidate', 'subgroup_candidate'] desc=Maintenance cost category.
+- doors: role=feature, type=categorical_ordinal_count_like. ordered=['2', '3', '4', '5more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Number of doors (count-like ordinal category).
+- persons: role=feature, type=categorical_ordinal_count_like. ordered=['2', '4', 'more'] tags=['condition_candidate', 'subgroup_candidate'] desc=Passenger capacity category (count-like).
+- lug_boot: role=feature, type=categorical_ordinal. ordered=['small', 'med', 'big'] tags=['condition_candidate', 'subgroup_candidate'] desc=Luggage boot size category.
+- safety: role=feature, type=categorical_ordinal. ordered=['low', 'med', 'high'] tags=['condition_candidate', 'subgroup_candidate'] desc=Safety rating category.
+- class: role=target, type=categorical_ordinal_target. ordered=['unacc', 'acc', 'good', 'vgood'] tags=['target_candidate'] desc=Car acceptability class label.
+- useful_field_combinations: [['safety', 'persons', 'class'], ['buying', 'maint', 'class'], ['lug_boot', 'safety', 'class']]
+- fields_requiring_caution: ['class', 'doors', 'persons']
+- source_url: https://archive.ics.uci.edu/dataset/19/car+evaluation
+
+SQLite schema snapshot:
+{
+  "table_name": "c2",
+  "quoted_table_name": "\"c2\"",
+  "row_count": 1728,
+  "columns": [
+    {
+      "name": "buying",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "maint",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "doors",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "persons",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lug_boot",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "safety",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "class",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "med",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "small",
+      "safety": "high",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "low",
+      "class": "unacc"
+    },
+    {
+      "buying": "vhigh",
+      "maint": "vhigh",
+      "doors": "2",
+      "persons": "2",
+      "lug_boot": "med",
+      "safety": "med",
+      "class": "unacc"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_filtered_topk_group_count",
+    "template_name": "Filtered Top-k Group Count",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c2",
+  "question": "Use template Filtered Top-k Group Count to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=lug_boot.",
+  "planned_template_id": "tpl_clickbench_filtered_topk_group_count",
+  "bindings": {
+    "group_col": "lug_boot",
+    "predicate_col": "lug_boot",
+    "predicate_op": "=",
+    "predicate_value": "small",
+    "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": 0.0,
+    "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 support\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}\nORDER BY support DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/sql_response_attempt_1.raw.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f432c8cb42ed51422ee8334404edcdb7114895e8
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/sql_response_attempt_1.raw.txt
@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40cd-4853-7be0-8bfa-25c8a2f27d3e"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_filtered_topk_group_count\\nSELECT \\\"lug_boot\\\", COUNT(*) AS support\\nFROM \\\"c2\\\"\\nWHERE \\\"lug_boot\\\" = 'small'\\nGROUP BY \\\"lug_boot\\\"\\nORDER BY support DESC\\nLIMIT 11;\",\"notes\":\"Applied the required Filtered Top-k Group Count template with \\\"lug_boot\\\" as both the grouping column and filter column, using the fixed predicate value 'small'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":13736,"cached_input_tokens":12672,"output_tokens":330,"reasoning_output_tokens":229}}
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/sql_response_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0dd15904dc5893578e2d2a428fcf93ed2339707d
--- /dev/null
+++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/sql_response_attempt_1.txt
@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_filtered_topk_group_count\nSELECT \"lug_boot\", COUNT(*) AS support\nFROM \"c2\"\nWHERE \"lug_boot\" = 'small'\nGROUP BY \"lug_boot\"\nORDER BY support DESC\nLIMIT 11;","notes":"Applied the required Filtered Top-k Group Count template with \"lug_boot\" as both the grouping column and filter column, using the fixed predicate value 'small'."}
\ No newline at end of file
diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/c2/artifacts/v2q_c2_fe07080409bb95a0/cli/sql_stderr_attempt_1.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391