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_0100 | 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_0101 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | tool_trace | expert | 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_0102 | 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_0103 | 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_0104 | 2026-01-01T00:00:00 | Self-grading and automated critique | tool_trace | expert | Demonstrate tool_trace for Self-grading and automated critique 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
} | fed8c1215ad6b2320879502cbbc51dc2e7766e7f | |
demo_0105 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | self_grade | expert | Demonstrate self_grade for Governance, auditability, and safety gates in Python. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | 2cd0a884e47168413d32f61dc500ce673c8e8ce6 | |
demo_0106 | 2026-01-01T00:00:00 | Self-grading and automated critique | tool_trace | advanced | Demonstrate tool_trace for Self-grading and automated critique 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
} | fed8c1215ad6b2320879502cbbc51dc2e7766e7f | |
demo_0107 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | eval | advanced | 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_0108 | 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_0109 | 2026-01-01T00:00:00 | Self-grading and automated critique | eval | expert | Demonstrate eval for Self-grading and automated critique in TypeScript. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 5ecb56d92db1e83dd4aeacdea1ea7ed21c892010 | |
demo_0110 | 2026-01-01T00:00:00 | Self-grading and automated critique | tool_trace | expert | Demonstrate tool_trace for Self-grading and automated critique 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
} | 5effe6fde62e48aa6e9be1d6e57385f23da7e153 | |
demo_0111 | 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 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_0112 | 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 Rust. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 882626e1c64172100c8201be60a636d13fc4cd1d | |
demo_0113 | 2026-01-01T00:00:00 | Self-grading and automated critique | patch_diff | expert | Demonstrate patch_diff for Self-grading and automated critique 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
} | 204fb7aa6df38d2d8077eb752afceef4537dabc4 | |
demo_0114 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | eval | expert | 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_0115 | 2026-01-01T00:00:00 | Self-grading and automated critique | self_grade | advanced | Demonstrate self_grade for Self-grading and automated critique in Go. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | be168e7e68cd992bda3c031199a780770e3d7833 | |
demo_0116 | 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_0117 | 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_0118 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | eval | advanced | 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_0119 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | eval | expert | Demonstrate eval for Governance, auditability, and safety gates in TypeScript. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 00ebe4210e2b4c255de24fd7a88ee68a0837ec64 | |
demo_0120 | 2026-01-01T00:00:00 | Self-grading and automated critique | patch_diff | expert | 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_0121 | 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_0122 | 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_0123 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | self_grade | advanced | Demonstrate self_grade for Governance, auditability, and safety gates in TypeScript. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | fe883ef5866a8ab03c83ebb26b3251f8679aca88 | |
demo_0124 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | tool_trace | expert | 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_0125 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | self_grade | expert | Demonstrate self_grade for Tool-calling traces and CI integration in Go. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 01ecda677e27b8918134d21a0d1cd85ef04617f9 | |
demo_0126 | 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_0127 | 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_0128 | 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_0129 | 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_0130 | 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_0131 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | agent_loop | expert | Demonstrate agent_loop for Diff-first patching and SWE-bench style evaluation in Rust. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 6aef16a5ce69387a6f198bdb7d380162bb772ca2 | |
demo_0132 | 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_0133 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | self_grade | advanced | Demonstrate self_grade for Governance, auditability, and safety gates in Python. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | 2cd0a884e47168413d32f61dc500ce673c8e8ce6 | |
demo_0134 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | agent_loop | expert | 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_0135 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | agent_loop | expert | 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_0136 | 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_0137 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | tool_trace | expert | 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_0138 | 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_0139 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | eval | advanced | Demonstrate eval for Tool-calling traces and CI integration in TypeScript. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 7a36c2ca2b689bcc99d6e92fcc5a9d64f4e84ece | |
demo_0140 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | tool_trace | advanced | Demonstrate tool_trace for Governance, auditability, and safety gates 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
} | f58a9b02ebf152bc1c7f48fa9d5cda2b687e07c8 | |
demo_0141 | 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_0142 | 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 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
} | 1971ecc0a5017fee37a2751e068efa0ba9bdb6b7 | |
demo_0143 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | eval | expert | Demonstrate eval for Tool-calling traces and CI integration in Python. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | b12d3c546b09fdd7d4abbaa5a72e2e41deabef1d | |
demo_0144 | 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 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_0145 | 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 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
} | 3901f67d39afc0bfe5397c2c27f8ead5b2b472e7 | |
demo_0146 | 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_0147 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | tool_trace | expert | 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_0148 | 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_0149 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | self_grade | expert | Demonstrate self_grade for Diff-first patching and SWE-bench style evaluation in Go. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 9ac511806d0fd80846c9ee66e870bc422000ca5d | |
demo_0150 | 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_0151 | 2026-01-01T00:00:00 | Self-grading and automated critique | eval | expert | Demonstrate eval for Self-grading and automated critique in Python. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | 3adfb9c8e53d1b7119af2ca07c587ce30d29dcb5 | |
demo_0152 | 2026-01-01T00:00:00 | Self-grading and automated critique | eval | advanced | Demonstrate eval for Self-grading and automated critique in Python. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | 3adfb9c8e53d1b7119af2ca07c587ce30d29dcb5 | |
demo_0153 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | agent_loop | expert | Demonstrate agent_loop for Agentic coding systems (plan→edit→test→reflect) in Go. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | ff4427b1aeb8acedadc80320a21a8044fc27397e | |
demo_0154 | 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_0155 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | patch_diff | expert | 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_0156 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | agent_loop | expert | Demonstrate agent_loop for Diff-first patching and SWE-bench style evaluation in Rust. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 6aef16a5ce69387a6f198bdb7d380162bb772ca2 | |
demo_0157 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | eval | expert | 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_0158 | 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 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
} | aa5e688888ba819372064089899cd28221f9fa41 | |
demo_0159 | 2026-01-01T00:00:00 | MoE expert routing for code | tool_trace | advanced | Demonstrate tool_trace for MoE expert routing for code 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
} | fd55fdc9ecf12df2b0b5a36e7f1f0f93d303dbb3 | |
demo_0160 | 2026-01-01T00:00:00 | Self-grading and automated critique | eval | advanced | 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_0161 | 2026-01-01T00:00:00 | MoE expert routing for code | tool_trace | expert | Demonstrate tool_trace for MoE expert routing for code 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
} | 441e2206b28951463f35934572603bd6fa2398d7 | |
demo_0162 | 2026-01-01T00:00:00 | MoE expert routing for code | tool_trace | advanced | Demonstrate tool_trace for MoE expert routing for code 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
} | 441e2206b28951463f35934572603bd6fa2398d7 | |
demo_0163 | 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 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_0164 | 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_0165 | 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_0166 | 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_0167 | 2026-01-01T00:00:00 | MoE expert routing for code | agent_loop | expert | 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_0168 | 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_0169 | 2026-01-01T00:00:00 | Self-grading and automated critique | agent_loop | expert | Demonstrate agent_loop for Self-grading and automated critique in Go. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 85d5a5bc6f30d51ffc33cee542d2c5f2d1d15657 | |
demo_0170 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | self_grade | expert | Demonstrate self_grade for Diff-first patching and SWE-bench style evaluation in Go. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 9ac511806d0fd80846c9ee66e870bc422000ca5d | |
demo_0171 | 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 TypeScript. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | f3b404c1695427e8871ad8a5906b0fc4c088966a | |
demo_0172 | 2026-01-01T00:00:00 | Agentic coding systems (plan→edit→test→reflect) | agent_loop | expert | Demonstrate agent_loop for Agentic coding systems (plan→edit→test→reflect) in Go. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | ff4427b1aeb8acedadc80320a21a8044fc27397e | |
demo_0173 | 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_0174 | 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 Go. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | ff4427b1aeb8acedadc80320a21a8044fc27397e | |
demo_0175 | 2026-01-01T00:00:00 | Self-grading and automated critique | agent_loop | expert | 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_0176 | 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 Rust. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 370dec51cc86af4647aa0881c7e9b9f3a6bbcfce | |
demo_0177 | 2026-01-01T00:00:00 | Diff-first patching and SWE-bench style evaluation | agent_loop | expert | Demonstrate agent_loop for Diff-first patching and SWE-bench style evaluation in Go. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "Go",
"frontier_demo": true
} | 1ede0fbd7add911639c09c0d992869248542401b | |
demo_0178 | 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_0179 | 2026-01-01T00:00:00 | MoE expert routing for code | agent_loop | advanced | 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_0180 | 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_0181 | 2026-01-01T00:00:00 | Tool-calling traces and CI integration | self_grade | expert | 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_0182 | 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 Rust. | "Metrics: pass@k, time-to-green, cost-per-fix, regressions" | {
"brand": "Within Us AI",
"language": "Rust",
"frontier_demo": true
} | 370dec51cc86af4647aa0881c7e9b9f3a6bbcfce | |
demo_0183 | 2026-01-01T00:00:00 | Self-grading and automated critique | tool_trace | advanced | Demonstrate tool_trace for Self-grading and automated critique 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
} | 5effe6fde62e48aa6e9be1d6e57385f23da7e153 | |
demo_0184 | 2026-01-01T00:00:00 | MoE expert routing for code | self_grade | advanced | Demonstrate self_grade for MoE expert routing for code in Python. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | d431a0a2bc3c7de101a6f702ba1a56260d522625 | |
demo_0185 | 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_0186 | 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_0187 | 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 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
} | 1971ecc0a5017fee37a2751e068efa0ba9bdb6b7 | |
demo_0188 | 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_0189 | 2026-01-01T00:00:00 | MoE expert routing for code | tool_trace | expert | Demonstrate tool_trace for MoE expert routing for code 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
} | 441e2206b28951463f35934572603bd6fa2398d7 | |
demo_0190 | 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_0191 | 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 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
} | 2fd96b170ecf4c762b8fa01b03e48f8dc581d55a | |
demo_0192 | 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_0193 | 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 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_0194 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | agent_loop | expert | Demonstrate agent_loop for Governance, auditability, and safety gates in TypeScript. | "Plan → Edit → Test → Reflect → Human Gate" | {
"brand": "Within Us AI",
"language": "TypeScript",
"frontier_demo": true
} | 740d9e6139f5f9bbc02e9d9236e6d6023f4948ff | |
demo_0195 | 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 Python. | {
"score": 9,
"confidence": 0.9,
"notes": "Tests passed; minimal diff; safe."
} | {
"brand": "Within Us AI",
"language": "Python",
"frontier_demo": true
} | cabf427b92e83fe95318ff3a5c2d46bd31d67e6e | |
demo_0196 | 2026-01-01T00:00:00 | MoE expert routing for code | agent_loop | advanced | 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_0197 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | tool_trace | expert | 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_0198 | 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_0199 | 2026-01-01T00:00:00 | Governance, auditability, and safety gates | self_grade | advanced | 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 |
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