id stringlengths 9 9 | created timestamp[s]date 2026-01-01 00:00:00 2026-01-01 00:00:00 | topic stringclasses 6
values | task_type stringclasses 5
values | difficulty stringclasses 2
values | instruction stringclasses 120
values | input stringclasses 1
value | output unknown | metadata dict | hash stringclasses 120
values |
|---|---|---|---|---|---|---|---|---|---|
demo_0400 | 2026-01-01T00:00:00 | MoE expert routing for code | self_grade | advanced | Demonstrate self_grade for MoE expert routing for code in TypeScript. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 04cf27cd6c7cc60a6ad34383c06c00220df1d7d6 | |
demo_0401 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | patch_diff | expert | Demonstrate patch_diff for Governance, auditability, and safety gates in TypeScript. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 4e706c8a193f8c3c233720689ef537626b4b4d05 | |
demo_0402 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | self_grade | advanced | Demonstrate self_grade for Governance, auditability, and safety gates in Go. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | b0ee387d89f5f635c1f9cc32f9773b4068014798 | |
demo_0403 | 2026-01-01T00:00:00 | MoE expert routing for code | eval | expert | Demonstrate eval for MoE expert routing for code in Rust. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | f230672f0116cff639eb4281d9ead7c3e278e6c9 | |
demo_0404 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | eval | expert | Demonstrate eval for Diff-first patching and SWE-bench style evaluation in Python. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | ed6687b23f76fa0808d028f46af13a368a5e5155 | |
demo_0405 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | eval | advanced | Demonstrate eval for Governance, auditability, and safety gates in Python. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | e026f2a318ea6750793d9529645190cb6103242d | |
demo_0406 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | patch_diff | expert | Demonstrate patch_diff for Tool-calling traces and CI integration in Go. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 3b6175b68f17af9ab68a3e4275a82a74736d9b6d | |
demo_0407 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | patch_diff | advanced | Demonstrate patch_diff for Agentic coding systems (plan→edit→test→reflect) in TypeScript. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 3f20b9c5d6121cdd67b0ae805ccb9f1ee72869a7 | |
demo_0408 | 2026-01-01T00:00:00 | MoE expert routing for code | patch_diff | advanced | Demonstrate patch_diff for MoE expert routing for code in Go. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 368f0d7a01cf671c54bc9d9be2e070f6ef61d3dc | |
demo_0409 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | eval | expert | Demonstrate eval for Tool-calling traces and CI integration in Rust. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 6771342ab90a99fa5a829bbba8c24379d3ed4b2d | |
demo_0410 | 2026-01-01T00:00:00 | MoE expert routing for code | self_grade | advanced | Demonstrate self_grade for MoE expert routing for code in Rust. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 2f0099d7d55722348ce0b94bc5863892091131f8 | |
demo_0411 | 2026-01-01T00:00:00 | Self-grading and automated critique | patch_diff | expert | Demonstrate patch_diff for Self-grading and automated critique in Go. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | c012733817f6f8ceeff47e5dc6c8bdcfb44433fe | |
demo_0412 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | eval | expert | Demonstrate eval for Diff-first patching and SWE-bench style evaluation in Go. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 8e9b6a48836548d0f9202dc0384ed0d98e123f41 | |
demo_0413 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | eval | expert | Demonstrate eval for Diff-first patching and SWE-bench style evaluation in Rust. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 8dacf6e08ac4a42cf38a0c147636cfdd66f96f97 | |
demo_0414 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | self_grade | expert | Demonstrate self_grade for Agentic coding systems (plan→edit→test→reflect) in TypeScript. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | fab772571976b248bba6e42050c283d2dcacdc46 | |
demo_0415 | 2026-01-01T00:00:00 | Self-grading and automated critique | eval | advanced | Demonstrate eval for Self-grading and automated critique in Go. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 6ddfb66b8ab85ff28b1c9d587350b2c6c891a905 | |
demo_0416 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | agent_loop | advanced | Demonstrate agent_loop for Agentic coding systems (plan→edit→test→reflect) in Rust. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 57884ed4c3d00bb495a4382eb0ea01a961e42e16 | |
demo_0417 | 2026-01-01T00:00:00 | Self-grading and automated critique | self_grade | advanced | Demonstrate self_grade for Self-grading and automated critique in Python. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | cf868e52e7b626f6e1445e520642918b3a2a1910 | |
demo_0418 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | tool_trace | advanced | Demonstrate tool_trace for Diff-first patching and SWE-bench style evaluation in Go. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 844412bf05cbb81a55c5e45e3a96939e61f6efd0 | |
demo_0419 | 2026-01-01T00:00:00 | MoE expert routing for code | tool_trace | advanced | Demonstrate tool_trace for MoE expert routing for code in Rust. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | e7dcb2a63f3bf8de88060e0b2a7a5c6f548c4deb | |
demo_0420 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | patch_diff | advanced | Demonstrate patch_diff for Tool-calling traces and CI integration in TypeScript. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | b70cf5f1b56ffca136b21a28a0f03cb2993dfc03 | |
demo_0421 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | agent_loop | advanced | Demonstrate agent_loop for Agentic coding systems (plan→edit→test→reflect) in Rust. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 57884ed4c3d00bb495a4382eb0ea01a961e42e16 | |
demo_0422 | 2026-01-01T00:00:00 | Self-grading and automated critique | patch_diff | advanced | Demonstrate patch_diff for Self-grading and automated critique in TypeScript. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | f31708cf2dc2bf12377b51649cb192e41c358dac | |
demo_0423 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | eval | expert | Demonstrate eval for Agentic coding systems (plan→edit→test→reflect) in TypeScript. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 97e3218662e2f00746256643faef6885ea18cd7b | |
demo_0424 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | tool_trace | advanced | Demonstrate tool_trace for Diff-first patching and SWE-bench style evaluation in Rust. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | b1045ddb05b3c862b41b79b8eba5e07fecfd99b9 | |
demo_0425 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | tool_trace | advanced | Demonstrate tool_trace for Governance, auditability, and safety gates in TypeScript. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | e55625866d9d72afa0ca219100fd584e58fd1a20 | |
demo_0426 | 2026-01-01T00:00:00 | MoE expert routing for code | self_grade | advanced | Demonstrate self_grade for MoE expert routing for code in Go. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 724a661b7365a7ceedaa2c6eb1ec2248b6dc7be0 | |
demo_0427 | 2026-01-01T00:00:00 | Self-grading and automated critique | tool_trace | advanced | Demonstrate tool_trace for Self-grading and automated critique in Rust. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 0fcd85479910d25d7597ad10e547762ff04885d2 | |
demo_0428 | 2026-01-01T00:00:00 | MoE expert routing for code | eval | advanced | Demonstrate eval for MoE expert routing for code in Python. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | d10ebbd0771e561742de9157381a089d64c68539 | |
demo_0429 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | patch_diff | expert | Demonstrate patch_diff for Agentic coding systems (plan→edit→test→reflect) in TypeScript. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 3f20b9c5d6121cdd67b0ae805ccb9f1ee72869a7 | |
demo_0430 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | agent_loop | advanced | Demonstrate agent_loop for Agentic coding systems (plan→edit→test→reflect) in TypeScript. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | bb6f07fec726ce3ac5b3ef6b3d61c76abe83fd3d | |
demo_0431 | 2026-01-01T00:00:00 | MoE expert routing for code | eval | expert | Demonstrate eval for MoE expert routing for code in Rust. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | f230672f0116cff639eb4281d9ead7c3e278e6c9 | |
demo_0432 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | eval | advanced | Demonstrate eval for Tool-calling traces and CI integration in Rust. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 6771342ab90a99fa5a829bbba8c24379d3ed4b2d | |
demo_0433 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | eval | advanced | Demonstrate eval for Tool-calling traces and CI integration in Go. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | da7d498e0aa830fb9d9079a323908d7d3e164681 | |
demo_0434 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | agent_loop | advanced | Demonstrate agent_loop for Diff-first patching and SWE-bench style evaluation in Python. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | d4e906daed3e71a92b9936a54b063c36f18f0217 | |
demo_0435 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | eval | expert | Demonstrate eval for Tool-calling traces and CI integration in Rust. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 6771342ab90a99fa5a829bbba8c24379d3ed4b2d | |
demo_0436 | 2026-01-01T00:00:00 | Self-grading and automated critique | patch_diff | advanced | Demonstrate patch_diff for Self-grading and automated critique in Python. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | dabe0c58e324c9c8c2bdbfe80d61536a1063518d | |
demo_0437 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | self_grade | advanced | Demonstrate self_grade for Tool-calling traces and CI integration in TypeScript. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 47ed1415b5f3bf9882a334b6c73ccdeb3ada9c95 | |
demo_0438 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | eval | expert | Demonstrate eval for Governance, auditability, and safety gates in Go. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 6818e4c49db4ba63a4ff27bae5ee7d4d3383255f | |
demo_0439 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | agent_loop | advanced | Demonstrate agent_loop for Tool-calling traces and CI integration in TypeScript. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | f3b404c1695427e8871ad8a5906b0fc4c088966a | |
demo_0440 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | eval | expert | Demonstrate eval for Agentic coding systems (plan→edit→test→reflect) in Python. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | ce6f758b1bc428101ae12ad43bff7a4e88c0cfc7 | |
demo_0441 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | tool_trace | advanced | Demonstrate tool_trace for Agentic coding systems (plan→edit→test→reflect) in Go. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 71257b72d4d5b4e500f00ddada2361456c6ab673 | |
demo_0442 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | self_grade | advanced | Demonstrate self_grade for Diff-first patching and SWE-bench style evaluation in Python. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | 52094c608f86848d71b36f8b28490eeab830b40f | |
demo_0443 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | eval | advanced | Demonstrate eval for Agentic coding systems (plan→edit→test→reflect) in TypeScript. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 97e3218662e2f00746256643faef6885ea18cd7b | |
demo_0444 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | tool_trace | expert | Demonstrate tool_trace for Tool-calling traces and CI integration in Rust. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 256c808b21b4248d2f7c4c8c03d35d40bff23d5c | |
demo_0445 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | eval | expert | Demonstrate eval for Governance, auditability, and safety gates in Go. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 6818e4c49db4ba63a4ff27bae5ee7d4d3383255f | |
demo_0446 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | self_grade | advanced | Demonstrate self_grade for Diff-first patching and SWE-bench style evaluation in TypeScript. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 7b045c7e00592cb0936703c6efbe07d24fed1640 | |
demo_0447 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | tool_trace | expert | Demonstrate tool_trace for Agentic coding systems (plan→edit→test→reflect) in Go. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 71257b72d4d5b4e500f00ddada2361456c6ab673 | |
demo_0448 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | patch_diff | advanced | Demonstrate patch_diff for Tool-calling traces and CI integration in TypeScript. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | b70cf5f1b56ffca136b21a28a0f03cb2993dfc03 | |
demo_0449 | 2026-01-01T00:00:00 | Self-grading and automated critique | tool_trace | expert | Demonstrate tool_trace for Self-grading and automated critique in Rust. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 0fcd85479910d25d7597ad10e547762ff04885d2 | |
demo_0450 | 2026-01-01T00:00:00 | Self-grading and automated critique | agent_loop | advanced | Demonstrate agent_loop for Self-grading and automated critique in Python. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | 54a082fe1d81e29f0620aed5d29e8a89b05a7741 | |
demo_0451 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | eval | expert | Demonstrate eval for Agentic coding systems (plan→edit→test→reflect) in Go. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | d165292165be3a4c543c7636d89fefd10b078e7c | |
demo_0452 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | self_grade | expert | Demonstrate self_grade for Governance, auditability, and safety gates in Rust. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | d2ee9ea5723a120aeb73ff995a456cc5d8f41428 | |
demo_0453 | 2026-01-01T00:00:00 | Self-grading and automated critique | agent_loop | advanced | Demonstrate agent_loop for Self-grading and automated critique in Rust. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | a43c2fa4a3ea9a8fc5ec43f2a91fd9d185e88885 | |
demo_0454 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | agent_loop | expert | Demonstrate agent_loop for Tool-calling traces and CI integration in Rust. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | bfa0ece85ebe9acb845d6bef2bf266c580695c9b | |
demo_0455 | 2026-01-01T00:00:00 | MoE expert routing for code | tool_trace | expert | Demonstrate tool_trace for MoE expert routing for code in TypeScript. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | a4322f9593d84f6099aa35b3061f2aa8a7adab8e | |
demo_0456 | 2026-01-01T00:00:00 | MoE expert routing for code | tool_trace | advanced | Demonstrate tool_trace for MoE expert routing for code in Rust. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | e7dcb2a63f3bf8de88060e0b2a7a5c6f548c4deb | |
demo_0457 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | self_grade | expert | Demonstrate self_grade for Agentic coding systems (plan→edit→test→reflect) in Python. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | cabf427b92e83fe95318ff3a5c2d46bd31d67e6e | |
demo_0458 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | patch_diff | advanced | Demonstrate patch_diff for Agentic coding systems (plan→edit→test→reflect) in Rust. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 1a0fe8867460b6a6a80121de51265743a509981b | |
demo_0459 | 2026-01-01T00:00:00 | Self-grading and automated critique | self_grade | advanced | Demonstrate self_grade for Self-grading and automated critique in TypeScript. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 4fc6dade0f8d7671f7cbe49b182676215b21cf70 | |
demo_0460 | 2026-01-01T00:00:00 | MoE expert routing for code | self_grade | expert | Demonstrate self_grade for MoE expert routing for code in Rust. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 2f0099d7d55722348ce0b94bc5863892091131f8 | |
demo_0461 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | self_grade | expert | Demonstrate self_grade for Governance, auditability, and safety gates in Rust. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | d2ee9ea5723a120aeb73ff995a456cc5d8f41428 | |
demo_0462 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | agent_loop | expert | Demonstrate agent_loop for Governance, auditability, and safety gates in Go. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | b5dbf5c5ae7587a140ab91a3043227e4c81100fe | |
demo_0463 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | patch_diff | advanced | Demonstrate patch_diff for Diff-first patching and SWE-bench style evaluation in Go. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 0a0e75aa64f2d9953fa6bcddadb57aa49fa969c6 | |
demo_0464 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | tool_trace | advanced | Demonstrate tool_trace for Agentic coding systems (plan→edit→test→reflect) in Python. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | 1f8f524e0710190859cc6940196c24af4135327a | |
demo_0465 | 2026-01-01T00:00:00 | MoE expert routing for code | agent_loop | expert | Demonstrate agent_loop for MoE expert routing for code in TypeScript. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 84c33edd4bbd46f9b7ed6f724fa0c0c0891f9673 | |
demo_0466 | 2026-01-01T00:00:00 | Self-grading and automated critique | eval | expert | Demonstrate eval for Self-grading and automated critique in Rust. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 0cb9a5e8d76f6bfd1e0d104cb5af19b52e4f9fae | |
demo_0467 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | tool_trace | advanced | Demonstrate tool_trace for Agentic coding systems (plan→edit→test→reflect) in Python. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | 1f8f524e0710190859cc6940196c24af4135327a | |
demo_0468 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | eval | expert | Demonstrate eval for Diff-first patching and SWE-bench style evaluation in Python. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | ed6687b23f76fa0808d028f46af13a368a5e5155 | |
demo_0469 | 2026-01-01T00:00:00 | Self-grading and automated critique | self_grade | expert | Demonstrate self_grade for Self-grading and automated critique in Rust. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | d2815ca3d0e438822e466acc43474ba2874f5aad | |
demo_0470 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | agent_loop | expert | Demonstrate agent_loop for Tool-calling traces and CI integration in Python. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | 9d80a224ffbc2b265069c9355557fa2452ab1b46 | |
demo_0471 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | eval | advanced | Demonstrate eval for Diff-first patching and SWE-bench style evaluation in Go. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 8e9b6a48836548d0f9202dc0384ed0d98e123f41 | |
demo_0472 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | patch_diff | advanced | Demonstrate patch_diff for Diff-first patching and SWE-bench style evaluation in Python. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | 214c8aa1c81b49da6e98d286de14957000ecb489 | |
demo_0473 | 2026-01-01T00:00:00 | Self-grading and automated critique | self_grade | expert | Demonstrate self_grade for Self-grading and automated critique in Python. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | cf868e52e7b626f6e1445e520642918b3a2a1910 | |
demo_0474 | 2026-01-01T00:00:00 | Self-grading and automated critique | patch_diff | advanced | Demonstrate patch_diff for Self-grading and automated critique in Go. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | c012733817f6f8ceeff47e5dc6c8bdcfb44433fe | |
demo_0475 | 2026-01-01T00:00:00 | MoE expert routing for code | agent_loop | expert | Demonstrate agent_loop for MoE expert routing for code in Rust. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 6a015cfda615e97b9a9735cff067ff27b811115e | |
demo_0476 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | patch_diff | expert | Demonstrate patch_diff for Governance, auditability, and safety gates in TypeScript. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 4e706c8a193f8c3c233720689ef537626b4b4d05 | |
demo_0477 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | patch_diff | advanced | Demonstrate patch_diff for Agentic coding systems (plan→edit→test→reflect) in Python. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | 79a6d964f0af5a0c080ec8cbfafd1114d574e578 | |
demo_0478 | 2026-01-01T00:00:00 | MoE expert routing for code | agent_loop | advanced | Demonstrate agent_loop for MoE expert routing for code in Python. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | a7ccacbb4f991696e10c4df1b3a721ca21aaccfa | |
demo_0479 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | tool_trace | advanced | Demonstrate tool_trace for Tool-calling traces and CI integration in Go. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | b1f3c1daa457ede0e06e5e190d15d6e50635238b | |
demo_0480 | 2026-01-01T00:00:00 | MoE expert routing for code | patch_diff | expert | Demonstrate patch_diff for MoE expert routing for code in Python. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | cdab494c7ea40443854dc9e76f81d9692cba5fad | |
demo_0481 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | tool_trace | advanced | Demonstrate tool_trace for Agentic coding systems (plan→edit→test→reflect) in Go. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 71257b72d4d5b4e500f00ddada2361456c6ab673 | |
demo_0482 | 2026-01-01T00:00:00 | Self-grading and automated critique | tool_trace | advanced | Demonstrate tool_trace for Self-grading and automated critique in Rust. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 0fcd85479910d25d7597ad10e547762ff04885d2 | |
demo_0483 | 2026-01-01T00:00:00 | MoE expert routing for code | patch_diff | advanced | Demonstrate patch_diff for MoE expert routing for code in Go. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 368f0d7a01cf671c54bc9d9be2e070f6ef61d3dc | |
demo_0484 | 2026-01-01T00:00:00 | MoE expert routing for code | agent_loop | advanced | Demonstrate agent_loop for MoE expert routing for code in Rust. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 6a015cfda615e97b9a9735cff067ff27b811115e | |
demo_0485 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | patch_diff | advanced | Demonstrate patch_diff for Agentic coding systems (plan→edit→test→reflect) in Go. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | f4a8b6d07ae6c10d7d031fd3e71902189cfbece4 | |
demo_0486 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | self_grade | expert | Demonstrate self_grade for Governance, auditability, and safety gates in Go. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | b0ee387d89f5f635c1f9cc32f9773b4068014798 | |
demo_0487 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | self_grade | advanced | Demonstrate self_grade for Tool-calling traces and CI integration in Rust. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 2ad46a119bbbd13e9f59ca46d56fc6ceffd8c0ad | |
demo_0488 | 2026-01-01T00:00:00 | MoE expert routing for code | agent_loop | expert | Demonstrate agent_loop for MoE expert routing for code in TypeScript. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 84c33edd4bbd46f9b7ed6f724fa0c0c0891f9673 | |
demo_0489 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | self_grade | advanced | Demonstrate self_grade for Agentic coding systems (plan→edit→test→reflect) in Go. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 532dd88780c2362d1ef34dea626ff108239e845b | |
demo_0490 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | eval | expert | Demonstrate eval for Governance, auditability, and safety gates in Python. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | e026f2a318ea6750793d9529645190cb6103242d | |
demo_0491 | 2026-01-01T00:00:00 | Self-grading and automated critique | self_grade | advanced | Demonstrate self_grade for Self-grading and automated critique in Rust. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | d2815ca3d0e438822e466acc43474ba2874f5aad | |
demo_0492 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | patch_diff | advanced | Demonstrate patch_diff for Agentic coding systems (plan→edit→test→reflect) in Go. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | f4a8b6d07ae6c10d7d031fd3e71902189cfbece4 | |
demo_0493 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | tool_trace | advanced | Demonstrate tool_trace for Diff-first patching and SWE-bench style evaluation in Python. | [
{
"tool": "checkout",
"args": {
"commit": "abc123"
}
},
{
"tool": "run_tests",
"args": {
"suite": "unit"
}
},
{
"tool": "apply_patch",
"args": {
"files": 1
}
},
{
"tool": "run_tests",
"args": {
"suite": "full"
}
}
] | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | 399b590cd03414ba736ffb6888734b51cacb8ca9 | |
demo_0494 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | patch_diff | advanced | Demonstrate patch_diff for Governance, auditability, and safety gates in TypeScript. | "```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 4e706c8a193f8c3c233720689ef537626b4b4d05 | |
demo_0495 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | eval | advanced | Demonstrate eval for Governance, auditability, and safety gates in Rust. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 29b4334a491410a737f41c7f169c9fcc2e01bf01 | |
demo_0496 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | eval | expert | Demonstrate eval for Agentic coding systems (plan→edit→test→reflect) in Python. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | ce6f758b1bc428101ae12ad43bff7a4e88c0cfc7 | |
demo_0497 | 2026-01-01T00:00:00 | MoE expert routing for code | agent_loop | advanced | Demonstrate agent_loop for MoE expert routing for code in Go. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | c77684ed94a4148f8449f9b073cd70d3bc577a1d | |
demo_0498 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | eval | expert | Demonstrate eval for Governance, auditability, and safety gates in Go. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 6818e4c49db4ba63a4ff27bae5ee7d4d3383255f | |
demo_0499 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | agent_loop | advanced | Demonstrate agent_loop for Agentic coding systems (plan→edit→test→reflect) in TypeScript. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | bb6f07fec726ce3ac5b3ef6b3d61c76abe83fd3d |
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