Datasets:
gravermistakes
/
Genesis_AI_Code_100k

Dataset card Data Studio Files
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2026-01-01 00:00:00
2026-01-01 00:00:00
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train_009400
2026-01-01T00:00:00
Failure engineering and resilience testing
data_pipeline
expert
Task: data_pipeline Topic: Failure engineering and resilience testing Difficulty: expert Language: Rust Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Rust", "moe_experts": [ "governance", "coding" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
62f802c5feb772d1368b6ed4fe9e3c7f17cfac9f
train_009401
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
patch_diff
advanced
Task: patch_diff Topic: Reasoning-first coding models and tunable deliberation Difficulty: advanced Language: SQL Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "SQL", "moe_experts": [ "evaluation", "governance" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
130088ba904ee13c3d9a1bdd9e105d70b3d65a5e
train_009402
2026-01-01T00:00:00
Multi-agent coordination and role separation
eval
advanced
Task: eval Topic: Multi-agent coordination and role separation Difficulty: advanced Language: Bash Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Bash", "moe_experts": [ "performance", "evaluation" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
716162ab83510e379a132b06f713e31b22b29778
train_009403
2026-01-01T00:00:00
Governance, provenance, and audit logging
failure_analysis
advanced
Task: failure_analysis Topic: Governance, provenance, and audit logging Difficulty: advanced Language: Go Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Go", "moe_experts": [ "agent", "governance" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
e322507fa3156eceb50defb56f9ced89af4252b2
train_009404
2026-01-01T00:00:00
Code-specialized model families and scaling laws
patch_diff
advanced
Task: patch_diff Topic: Code-specialized model families and scaling laws Difficulty: advanced Language: Java Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Java", "moe_experts": [ "security", "governance" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
0500a8687c75c74d99b88db7fff6168409162504
train_009405
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
compare
advanced
Task: compare Topic: Dataset curation pipelines and quality attribution Difficulty: advanced Language: Go Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "research", "governance" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
404c55f8b985c5d8dbb19d82aa9555500ee564f2
train_009406
2026-01-01T00:00:00
Latency, cost, throughput optimization
agent_loop
advanced
Task: agent_loop Topic: Latency, cost, throughput optimization Difficulty: advanced Language: C# Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "coding", "agent" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
fcfb965520671cb1cd4ef622af6f6605f2573710
train_009407
2026-01-01T00:00:00
Latency, cost, throughput optimization
review
expert
Task: review Topic: Latency, cost, throughput optimization Difficulty: expert Language: Java Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Java", "moe_experts": [ "governance", "performance" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
fd6c55ff3664b0e9c71581cb31ea49bca90bb311
train_009408
2026-01-01T00:00:00
Failure engineering and resilience testing
patch_diff
expert
Task: patch_diff Topic: Failure engineering and resilience testing Difficulty: expert Language: Java Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Java", "moe_experts": [ "governance", "evaluation" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
3bc5b9cfe34ec492a5c4fcf6dd5ed79ec2fe1437
train_009409
2026-01-01T00:00:00
Code-specialized model families and scaling laws
explain
expert
Task: explain Topic: Code-specialized model families and scaling laws Difficulty: expert Language: JavaScript Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "agent", "coding" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
745dfc0ad33d327e91b3f52d995ef0d3bbb30aeb
train_009410
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
agent_loop
advanced
Task: agent_loop Topic: Dataset curation pipelines and quality attribution Difficulty: advanced Language: JavaScript Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "security", "research" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
114e2828f742477bce74698408d532a482dcac9b
train_009411
2026-01-01T00:00:00
Code-specialized model families and scaling laws
eval
expert
Task: eval Topic: Code-specialized model families and scaling laws Difficulty: expert Language: C# Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "C#", "moe_experts": [ "coding", "research" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
41ed2c297aab97860cde6ca6ead9850fead4db42
train_009412
2026-01-01T00:00:00
Model merging, distillation, and continual learning
tool_trace
advanced
Task: tool_trace Topic: Model merging, distillation, and continual learning Difficulty: advanced Language: Go Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Go", "moe_experts": [ "agent", "performance" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
dfe5c363a1ba32548eda56111f61c78803f8dffb
train_009413
2026-01-01T00:00:00
Self-grading and automated model critique
design
advanced
Task: design Topic: Self-grading and automated model critique Difficulty: advanced Language: Python Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "agent", "data" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
5c6b21a7177794f3c1b9c23d99dfbc15f9725d96
train_009414
2026-01-01T00:00:00
Failure engineering and resilience testing
design
advanced
Task: design Topic: Failure engineering and resilience testing Difficulty: advanced Language: Go Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "data", "evaluation" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
d8cc09d93716a91c0df3d025cf41ac48357519bf
train_009415
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
design
expert
Task: design Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: expert Language: Bash Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Bash", "moe_experts": [ "coding", "evaluation" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
40e9077714988280bd68c040bc39ff6c3354718a
train_009416
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
explain
advanced
Task: explain Topic: Dataset curation pipelines and quality attribution Difficulty: advanced Language: Bash Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Bash", "moe_experts": [ "security", "performance" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
bbc971daf3983d139ed50a1c168043ff5828d0c8
train_009417
2026-01-01T00:00:00
Code-specialized model families and scaling laws
design
advanced
Task: design Topic: Code-specialized model families and scaling laws Difficulty: advanced Language: JavaScript Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "performance", "security" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
8bab3fc4a5bab48112c4d67554362e922fb23ce4
train_009418
2026-01-01T00:00:00
Code-specialized model families and scaling laws
data_pipeline
expert
Task: data_pipeline Topic: Code-specialized model families and scaling laws Difficulty: expert Language: C# Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "data", "security" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
5508b6c994bc717d804f6c7ad7e3bf9d0fd256b8
train_009419
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
tool_trace
expert
Task: tool_trace Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: expert Language: Bash Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Bash", "moe_experts": [ "evaluation", "coding" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
6e43e4e8f086f211a2530e519bbff016075a4370
train_009420
2026-01-01T00:00:00
Latency, cost, throughput optimization
data_pipeline
expert
Task: data_pipeline Topic: Latency, cost, throughput optimization Difficulty: expert Language: Go Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "performance", "security" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
b24a6cd1c9da599fa37c4f965aebab56e074298e
train_009421
2026-01-01T00:00:00
Extended context, memory, and repo graphs
agent_loop
advanced
Task: agent_loop Topic: Extended context, memory, and repo graphs Difficulty: advanced Language: Java Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Java", "moe_experts": [ "coding", "research" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
b201e6cc81065003e77e0e2f825f35e01f05a2d6
train_009422
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
design
expert
Task: design Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: expert Language: Bash Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Bash", "moe_experts": [ "agent", "data" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
ed10ddd8cec195bbad67aef0ac150b8cd1290dc2
train_009423
2026-01-01T00:00:00
Multi-agent coordination and role separation
tool_trace
expert
Task: tool_trace Topic: Multi-agent coordination and role separation Difficulty: expert Language: Java Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Java", "moe_experts": [ "agent", "security" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
6d98e5d299d69e639e9ca9ba0b067597be3c4037
train_009424
2026-01-01T00:00:00
Model merging, distillation, and continual learning
agent_loop
expert
Task: agent_loop Topic: Model merging, distillation, and continual learning Difficulty: expert Language: TypeScript Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "data", "performance" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
56a1ff83897c9e326a7ef5f8d52f0017f50ad18f
train_009425
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
failure_analysis
expert
Task: failure_analysis Topic: Reasoning-first coding models and tunable deliberation Difficulty: expert Language: Rust Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Rust", "moe_experts": [ "governance", "data" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
aa71b5ef3d35c6239e3414cf6a1044fb10011754
train_009426
2026-01-01T00:00:00
Multi-agent coordination and role separation
design
expert
Task: design Topic: Multi-agent coordination and role separation Difficulty: expert Language: Python Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "research", "security" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
b847551384c57c618d8c0b9f43697bd87c56d5f8
train_009427
2026-01-01T00:00:00
Latency, cost, throughput optimization
self_grade
expert
Task: self_grade Topic: Latency, cost, throughput optimization Difficulty: expert Language: Python Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 10, "confidence": 1.0, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Python", "moe_experts": [ "governance", "evaluation" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
590c8694dcb16d5262e9009aadf280d891322209
train_009428
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
eval
advanced
Task: eval Topic: Reasoning-first coding models and tunable deliberation Difficulty: advanced Language: SQL Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "SQL", "moe_experts": [ "research", "governance" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
427b44c988d1764b9f2128e07b0c22e5a244b9cb
train_009429
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
design
advanced
Task: design Topic: Secure code generation, red-teaming, and policy gates Difficulty: advanced Language: C# Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "governance", "performance" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
886f632d12799527e0353da67f061014d5a6bc39
train_009430
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
self_grade
expert
Task: self_grade Topic: SWE-bench real-repo evaluation and leakage control Difficulty: expert Language: Bash Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 10, "confidence": 1.0, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Bash", "moe_experts": [ "security", "research" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
32ab185f280d9b659551b9a8db0766a5197c406c
train_009431
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
patch_diff
advanced
Task: patch_diff Topic: SWE-bench real-repo evaluation and leakage control Difficulty: advanced Language: Python Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Python", "moe_experts": [ "coding", "security" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
7574de218459a4373773a3b4bc9bb2778e00b348
train_009432
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
review
advanced
Task: review Topic: SWE-bench real-repo evaluation and leakage control Difficulty: advanced Language: Bash Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Bash", "moe_experts": [ "research", "governance" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
1104df2e56331cb7946622976d6bc11cbce89560
train_009433
2026-01-01T00:00:00
Governance, provenance, and audit logging
review
expert
Task: review Topic: Governance, provenance, and audit logging Difficulty: expert Language: SQL Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "governance", "data" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
ff51d2b938a7f8d0664e9aef9a9d9eb3c5625f17
train_009434
2026-01-01T00:00:00
Self-grading and automated model critique
design
advanced
Task: design Topic: Self-grading and automated model critique Difficulty: advanced Language: TypeScript Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "agent", "data" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
8c8ad8da0b03f605096d40c0998b30abba9e678c
train_009435
2026-01-01T00:00:00
Self-grading and automated model critique
patch_diff
expert
Task: patch_diff Topic: Self-grading and automated model critique Difficulty: expert Language: C# Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "C#", "moe_experts": [ "performance", "governance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
1a2ae3c7404950dde981fd760079ea143dbd024b
train_009436
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
review
advanced
Task: review Topic: Secure code generation, red-teaming, and policy gates Difficulty: advanced Language: Rust Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Rust", "moe_experts": [ "agent", "evaluation" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
1c60ab7a201df4679a6ed7244d3e65e6f388fec6
train_009437
2026-01-01T00:00:00
Extended context, memory, and repo graphs
eval
expert
Task: eval Topic: Extended context, memory, and repo graphs Difficulty: expert Language: TypeScript Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "TypeScript", "moe_experts": [ "agent", "coding" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
ec9881ce399e1e213c5f6bd091a308fe291e0291
train_009438
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
self_grade
advanced
Task: self_grade Topic: Reasoning-first coding models and tunable deliberation Difficulty: advanced Language: SQL Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 10, "confidence": 1.0, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "SQL", "moe_experts": [ "evaluation", "agent" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
6a2a353f98ff85b48d7c9df342ce7651cad3dbec
train_009439
2026-01-01T00:00:00
Latency, cost, throughput optimization
explain
expert
Task: explain Topic: Latency, cost, throughput optimization Difficulty: expert Language: TypeScript Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "agent", "governance" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
c734f75f34f9e098862de6ba9498936c986ba499
train_009440
2026-01-01T00:00:00
Multi-agent coordination and role separation
eval
expert
Task: eval Topic: Multi-agent coordination and role separation Difficulty: expert Language: Java Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Java", "moe_experts": [ "governance", "research" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
fa65d7cad06b336e5fc10244610ee69c2aac58c9
train_009441
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
self_grade
expert
Task: self_grade Topic: Secure code generation, red-teaming, and policy gates Difficulty: expert Language: TypeScript Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 7, "confidence": 0.7, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "TypeScript", "moe_experts": [ "agent", "governance" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
537358187388b4279376312536a1befde6b35a41
train_009442
2026-01-01T00:00:00
Model merging, distillation, and continual learning
failure_analysis
expert
Task: failure_analysis Topic: Model merging, distillation, and continual learning Difficulty: expert Language: Java Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Java", "moe_experts": [ "security", "evaluation" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
c1477c001309163f3d168226326f207c6c0dd9c0
train_009443
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
data_pipeline
expert
Task: data_pipeline Topic: SWE-bench real-repo evaluation and leakage control Difficulty: expert Language: JavaScript Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "research", "security" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
760b716afb32de07b7aeee0acb96eea53e2f0e06
train_009444
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
review
expert
Task: review Topic: Reasoning-first coding models and tunable deliberation Difficulty: expert Language: SQL Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "agent", "governance" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
8ce9e21c0423def57f01ac6fe930ae262eac4540
train_009445
2026-01-01T00:00:00
Extended context, memory, and repo graphs
data_pipeline
expert
Task: data_pipeline Topic: Extended context, memory, and repo graphs Difficulty: expert Language: Rust Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Rust", "moe_experts": [ "coding", "agent" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
8a19f33e403627dd24058b5b7e5f19f78b0de643
train_009446
2026-01-01T00:00:00
Extended context, memory, and repo graphs
eval
advanced
Task: eval Topic: Extended context, memory, and repo graphs Difficulty: advanced Language: Rust Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Rust", "moe_experts": [ "data", "coding" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
725a57fd392c2f17ef87d095baf57a76a76d6555
train_009447
2026-01-01T00:00:00
Model merging, distillation, and continual learning
data_pipeline
expert
Task: data_pipeline Topic: Model merging, distillation, and continual learning Difficulty: expert Language: Java Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Java", "moe_experts": [ "research", "governance" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
f319cf15d361342b6d41a17a6a6feb2d57525436
train_009448
2026-01-01T00:00:00
Self-grading and automated model critique
data_pipeline
expert
Task: data_pipeline Topic: Self-grading and automated model critique Difficulty: expert Language: TypeScript Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "performance", "research" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
0d1be43138809b7a0b93b1ef908894a81788c356
train_009449
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
eval
advanced
Task: eval Topic: Dataset curation pipelines and quality attribution Difficulty: advanced Language: Java Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Java", "moe_experts": [ "research", "performance" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
5ff8a55f5217e205ba33e2d57f77306407c8d0b4
train_009450
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
code
expert
Task: code Topic: Secure code generation, red-teaming, and policy gates Difficulty: expert Language: SQL Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "security", "evaluation" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
4b10926aeafff92152903d57aa3dcfea0ee30e95
train_009451
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
code
expert
Task: code Topic: Tool calling protocols and sandboxed execution Difficulty: expert Language: Rust Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Rust", "moe_experts": [ "agent", "performance" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
45c3505a601c417305a8222c482829d4289e1273
train_009452
2026-01-01T00:00:00
Failure engineering and resilience testing
self_grade
advanced
Task: self_grade Topic: Failure engineering and resilience testing Difficulty: advanced Language: Rust Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 8, "confidence": 0.8, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Rust", "moe_experts": [ "data", "research" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
904af5ce0f94516217b47b2b7c9193aa59b4bd7c
train_009453
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
compare
expert
Task: compare Topic: Secure code generation, red-teaming, and policy gates Difficulty: expert Language: Bash Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Bash", "moe_experts": [ "agent", "data" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
cfb54656e8605b653b2a51e5311aa05dd565e646
train_009454
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
self_grade
expert
Task: self_grade Topic: SWE-bench real-repo evaluation and leakage control Difficulty: expert Language: TypeScript Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 6, "confidence": 0.6, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "TypeScript", "moe_experts": [ "agent", "data" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
ec6c2268669c8fdc5e5dbc1d5dfaa3715ac7eb85
train_009455
2026-01-01T00:00:00
Governance, provenance, and audit logging
data_pipeline
expert
Task: data_pipeline Topic: Governance, provenance, and audit logging Difficulty: expert Language: TypeScript Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "governance", "research" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
11abeb2e91be84ad809efdd72c87dafbde88e471
train_009456
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
self_grade
advanced
Task: self_grade Topic: Reasoning-first coding models and tunable deliberation Difficulty: advanced Language: TypeScript Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 6, "confidence": 0.6, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "TypeScript", "moe_experts": [ "data", "evaluation" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
e8b7dbc5c94c293f6ea64dfb7ddc6a181d25c00f
train_009457
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
failure_analysis
expert
Task: failure_analysis Topic: Reasoning-first coding models and tunable deliberation Difficulty: expert Language: Go Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Go", "moe_experts": [ "coding", "governance" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
919c939b953ba128b662b608ede6babb5014bfe5
train_009458
2026-01-01T00:00:00
Model merging, distillation, and continual learning
patch_diff
advanced
Task: patch_diff Topic: Model merging, distillation, and continual learning Difficulty: advanced Language: SQL Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "SQL", "moe_experts": [ "agent", "research" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
32c254d0b363ee69d4a554bf79149b84e2d555e4
train_009459
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
eval
expert
Task: eval Topic: SWE-bench real-repo evaluation and leakage control Difficulty: expert Language: Python Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Python", "moe_experts": [ "coding", "data" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
017a6e353608c9cd045a672016c9d35a48d0c029
train_009460
2026-01-01T00:00:00
Failure engineering and resilience testing
code
expert
Task: code Topic: Failure engineering and resilience testing Difficulty: expert Language: TypeScript Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "security", "agent" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
af0c820538a184815da87693ce0c184ffe6fc957
train_009461
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
explain
expert
Task: explain Topic: Dataset curation pipelines and quality attribution Difficulty: expert Language: Go Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "agent", "governance" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
613eb7d03a34537a006d29ca0049b1d36dfdc48c
train_009462
2026-01-01T00:00:00
Self-grading and automated model critique
agent_loop
advanced
Task: agent_loop Topic: Self-grading and automated model critique Difficulty: advanced Language: Python Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "research", "security" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
c9e8081ccd358ec331de8ef68d4bcaf13e74c695
train_009463
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
design
expert
Task: design Topic: Tool calling protocols and sandboxed execution Difficulty: expert Language: SQL Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "performance", "research" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
a58be98c1bb9fce67c305b6e9cc26abfd1c2b3c9
train_009464
2026-01-01T00:00:00
Latency, cost, throughput optimization
self_grade
advanced
Task: self_grade Topic: Latency, cost, throughput optimization Difficulty: advanced Language: C# Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 6, "confidence": 0.6, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "C#", "moe_experts": [ "coding", "agent" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
1807cf60af69d874146e3fc5fbdc2fe7ff2a2e4c
train_009465
2026-01-01T00:00:00
Governance, provenance, and audit logging
self_grade
expert
Task: self_grade Topic: Governance, provenance, and audit logging Difficulty: expert Language: Go Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 8, "confidence": 0.8, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Go", "moe_experts": [ "security", "evaluation" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
1942843aa4254146e6f66d0623030b8267efdcc4
train_009466
2026-01-01T00:00:00
Extended context, memory, and repo graphs
patch_diff
advanced
Task: patch_diff Topic: Extended context, memory, and repo graphs Difficulty: advanced Language: TypeScript Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "TypeScript", "moe_experts": [ "performance", "security" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
2d5f1ba795134c8cc9b39f01a1adee6ff536909b
train_009467
2026-01-01T00:00:00
Code-specialized model families and scaling laws
compare
expert
Task: compare Topic: Code-specialized model families and scaling laws Difficulty: expert Language: SQL Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "data", "research" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
1a783fa1a21ca8e77f0e71c5cf9cdb5ee6bf2d5a
train_009468
2026-01-01T00:00:00
Model merging, distillation, and continual learning
failure_analysis
advanced
Task: failure_analysis Topic: Model merging, distillation, and continual learning Difficulty: advanced Language: Java Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Java", "moe_experts": [ "governance", "coding" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
e899b8d13ba76bfc33aa06fb858e1309cfd8b804
train_009469
2026-01-01T00:00:00
Code-specialized model families and scaling laws
tool_trace
expert
Task: tool_trace Topic: Code-specialized model families and scaling laws Difficulty: expert Language: SQL Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "SQL", "moe_experts": [ "security", "research" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
946a5514f68195019bfc3cc28b814346fbfa0693
train_009470
2026-01-01T00:00:00
Governance, provenance, and audit logging
design
advanced
Task: design Topic: Governance, provenance, and audit logging Difficulty: advanced Language: Python Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "evaluation", "governance" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
ed1e491c4172f7fbe9ffae9ad43972ecd0d33ca9
train_009471
2026-01-01T00:00:00
Code-specialized model families and scaling laws
design
advanced
Task: design Topic: Code-specialized model families and scaling laws Difficulty: advanced Language: JavaScript Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "agent", "security" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
be92119acecfa3ece4f6750e0c64ba5c80c35da3
train_009472
2026-01-01T00:00:00
Code-specialized model families and scaling laws
agent_loop
advanced
Task: agent_loop Topic: Code-specialized model families and scaling laws Difficulty: advanced Language: Python Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "coding", "security" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
91f0cc9a895a3fe158a2dfcc967513f235293f28
train_009473
2026-01-01T00:00:00
Self-grading and automated model critique
design
advanced
Task: design Topic: Self-grading and automated model critique Difficulty: advanced Language: Go Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "agent", "governance" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
19eaa082d3272b253c2419fe6a3859729a1dbd83
train_009474
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
eval
advanced
Task: eval Topic: Dataset curation pipelines and quality attribution Difficulty: advanced Language: Go Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Go", "moe_experts": [ "research", "security" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
3e3a54628dcc9b87647a73bba2062a8f75105dd3
train_009475
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
agent_loop
advanced
Task: agent_loop Topic: SWE-bench real-repo evaluation and leakage control Difficulty: advanced Language: C# Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "performance", "coding" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
5ebc23b65fab82ef7e06de7b6f6bf649f2e89887
train_009476
2026-01-01T00:00:00
Failure engineering and resilience testing
code
advanced
Task: code Topic: Failure engineering and resilience testing Difficulty: advanced Language: C# Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "research", "security" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
5e52c86c498077ead358f7b78263876381630690
train_009477
2026-01-01T00:00:00
Governance, provenance, and audit logging
design
expert
Task: design Topic: Governance, provenance, and audit logging Difficulty: expert Language: Rust Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Rust", "moe_experts": [ "security", "coding" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
ffb4ed3f0bfdef16fec32ec3ddc3fa3d50ae441d
train_009478
2026-01-01T00:00:00
Governance, provenance, and audit logging
code
expert
Task: code Topic: Governance, provenance, and audit logging Difficulty: expert Language: Go Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "agent", "governance" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
dc4b0bc4b7e1b26a7ec9eb59b4f85cbb49b8eef6
train_009479
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
agent_loop
advanced
Task: agent_loop Topic: Reasoning-first coding models and tunable deliberation Difficulty: advanced Language: Go Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "data", "governance" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
fc9b13f213c63cf6559ecba9e44affd4f46bba14
train_009480
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
self_grade
advanced
Task: self_grade Topic: Reasoning-first coding models and tunable deliberation Difficulty: advanced Language: Go Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 9, "confidence": 0.9, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Go", "moe_experts": [ "governance", "research" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
81434ecbd5da7f46c5ed5e7d4599ee9c9f91f57e
train_009481
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
eval
expert
Task: eval Topic: Reasoning-first coding models and tunable deliberation Difficulty: expert Language: Java Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Java", "moe_experts": [ "performance", "research" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
08203c4312e2c36e9981b6135e45279c75811685
train_009482
2026-01-01T00:00:00
Latency, cost, throughput optimization
eval
advanced
Task: eval Topic: Latency, cost, throughput optimization Difficulty: advanced Language: Java Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Java", "moe_experts": [ "research", "governance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
b99ba282d9eb6073814735337aaa395d339f90bc
train_009483
2026-01-01T00:00:00
Code-specialized model families and scaling laws
data_pipeline
expert
Task: data_pipeline Topic: Code-specialized model families and scaling laws Difficulty: expert Language: JavaScript Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "governance", "coding" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
577cabf3ea5d5f1d2c600387583f620129bd280b
train_009484
2026-01-01T00:00:00
Model merging, distillation, and continual learning
failure_analysis
expert
Task: failure_analysis Topic: Model merging, distillation, and continual learning Difficulty: expert Language: Rust Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Rust", "moe_experts": [ "governance", "evaluation" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
9f2116510a464d938afbbe017626e6d61264f376
train_009485
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
compare
expert
Task: compare Topic: Reasoning-first coding models and tunable deliberation Difficulty: expert Language: C# Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "governance", "coding" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
7434cd007340c5c18fa6e18e63c42e26f7864bf6
train_009486
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
eval
expert
Task: eval Topic: SWE-bench real-repo evaluation and leakage control Difficulty: expert Language: Bash Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Bash", "moe_experts": [ "evaluation", "governance" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
36429dff918d7ba6ece893dee39e2a0d0aff06a2
train_009487
2026-01-01T00:00:00
Code-specialized model families and scaling laws
failure_analysis
advanced
Task: failure_analysis Topic: Code-specialized model families and scaling laws Difficulty: advanced Language: Go Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Go", "moe_experts": [ "evaluation", "security" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
ad2ad7fb4378376e6ec91fb17f13cfbe384aed33
train_009488
2026-01-01T00:00:00
Latency, cost, throughput optimization
data_pipeline
advanced
Task: data_pipeline Topic: Latency, cost, throughput optimization Difficulty: advanced Language: TypeScript Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "agent", "governance" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
4a88319fc18ed129de3a0c266537e1799d0a16ed
train_009489
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
eval
advanced
Task: eval Topic: SWE-bench real-repo evaluation and leakage control Difficulty: advanced Language: TypeScript Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "TypeScript", "moe_experts": [ "performance", "evaluation" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
b1f54ef5d390a347ae746df4f7b9c8c762c0b418
train_009490
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
code
advanced
Task: code Topic: Tool calling protocols and sandboxed execution Difficulty: advanced Language: Go Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "governance", "evaluation" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
148def64fa7ca4d45bc2f6e87e3d6c41354ea0dc
train_009491
2026-01-01T00:00:00
Latency, cost, throughput optimization
tool_trace
advanced
Task: tool_trace Topic: Latency, cost, throughput optimization Difficulty: advanced Language: Rust Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Rust", "moe_experts": [ "governance", "evaluation" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
1aa9a4e30192ad62492d18e93be74c2bc56f51c7
train_009492
2026-01-01T00:00:00
Latency, cost, throughput optimization
eval
expert
Task: eval Topic: Latency, cost, throughput optimization Difficulty: expert Language: Bash Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Bash", "moe_experts": [ "agent", "coding" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
bfccd51d126e4a97e3c2e82103d04150095b054d
train_009493
2026-01-01T00:00:00
Failure engineering and resilience testing
data_pipeline
expert
Task: data_pipeline Topic: Failure engineering and resilience testing Difficulty: expert Language: Bash Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Bash", "moe_experts": [ "research", "coding" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
66da5d0ac2cab83810389406c590520ea8a38783
train_009494
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
patch_diff
advanced
Task: patch_diff Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: advanced Language: Java Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Java", "moe_experts": [ "coding", "evaluation" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
bfd5fb80213496923073ef4a1f0289ab63bb8326
train_009495
2026-01-01T00:00:00
Governance, provenance, and audit logging
failure_analysis
expert
Task: failure_analysis Topic: Governance, provenance, and audit logging Difficulty: expert Language: TypeScript Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "TypeScript", "moe_experts": [ "governance", "research" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
a582e6bb4ce2b542d8cfb76b45a96d001b14ecab
train_009496
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
compare
advanced
Task: compare Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: advanced Language: Python Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "security", "agent" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
e3d00bca8b0b29402d7808672c8cbfc9f50bd1a8
train_009497
2026-01-01T00:00:00
Failure engineering and resilience testing
failure_analysis
advanced
Task: failure_analysis Topic: Failure engineering and resilience testing Difficulty: advanced Language: Python Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Python", "moe_experts": [ "research", "agent" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
713e5e9e5383d9f72e8245295a4afc00b5dd42af
train_009498
2026-01-01T00:00:00
Model merging, distillation, and continual learning
tool_trace
advanced
Task: tool_trace Topic: Model merging, distillation, and continual learning Difficulty: advanced Language: Bash Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Bash", "moe_experts": [ "performance", "evaluation" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
ffa2ec4f10bf3de1bba763aed946558fe8de462a
train_009499
2026-01-01T00:00:00
Multi-agent coordination and role separation
patch_diff
advanced
Task: patch_diff Topic: Multi-agent coordination and role separation Difficulty: advanced Language: Bash Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Bash", "moe_experts": [ "research", "performance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
954074282a34526243c6a2531586aa3109958485