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_096300
2026-01-01T00:00:00
Failure engineering and resilience testing
eval
expert
Task: eval Topic: Failure engineering and resilience testing 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": [ "agent", "coding" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
a09f5498f5ecdbe10d64ba7400eeb3ef2ca3bbd4
train_096301
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: 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": [ "evaluation", "governance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
2feddf3eebe3f97d2b961b6fe8064f006e347960
train_096302
2026-01-01T00:00:00
Code-specialized model families and scaling laws
agent_loop
expert
Task: agent_loop Topic: Code-specialized model families and scaling laws Difficulty: expert 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": [ "data", "governance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
080f48301329aa21f526b499e35eb250359c78f4
train_096303
2026-01-01T00:00:00
Multi-agent coordination and role separation
data_pipeline
expert
Task: data_pipeline Topic: Multi-agent coordination and role separation Difficulty: expert Language: TypeScript 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": "TypeScript", "moe_experts": [ "agent", "coding" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
12cdca7aba02cbac7d47614414c375386212521d
train_096304
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
review
expert
Task: review Topic: Tool calling protocols and sandboxed execution Difficulty: expert Language: C# 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": "C#", "moe_experts": [ "data", "agent" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
569cca08e0a2bea160f815178c70bd84a5f50b1f
train_096305
2026-01-01T00:00:00
Model merging, distillation, and continual learning
code
advanced
Task: code Topic: Model merging, distillation, and continual learning 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "evaluation", "agent" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
dbe65a960a63f0856f84af6197a54bc5622f4ca2
train_096306
2026-01-01T00:00:00
Governance, provenance, and audit logging
data_pipeline
advanced
Task: data_pipeline Topic: Governance, provenance, and audit logging 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": [ "coding", "agent" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
963bcaab9dccf954a22387aae3add9a9a7b0b119
train_096307
2026-01-01T00:00:00
Model merging, distillation, and continual learning
explain
advanced
Task: explain Topic: Model merging, distillation, and continual learning 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Rust", "moe_experts": [ "security", "performance" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
b7fb0112459ecb6199a66d2276f7b876b56c9c93
train_096308
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: 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": [ "research", "agent" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
94f64a7643cef783d060b8928c32ab64bdc00006
train_096309
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: 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", "agent" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
d7f1d69f3ab2c01afcc8b61e34a30d6ec1953caa
train_096310
2026-01-01T00:00:00
Failure engineering and resilience testing
eval
expert
Task: eval Topic: Failure engineering and resilience testing 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Go", "moe_experts": [ "agent", "evaluation" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
9b41bdd138842e530d443fd6c8b44fa73c526541
train_096311
2026-01-01T00:00:00
Failure engineering and resilience testing
design
expert
Task: design Topic: Failure engineering and resilience testing Difficulty: expert Language: JavaScript 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": "JavaScript", "moe_experts": [ "research", "evaluation" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
e606cca094644f49ca7767542f30303147a62c69
train_096312
2026-01-01T00:00:00
Governance, provenance, and audit logging
design
advanced
Task: design Topic: Governance, provenance, and audit logging Difficulty: advanced 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", "research" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
a7a21e39a4dc6d110afbe478982a41d7dfb99b80
train_096313
2026-01-01T00:00:00
Self-grading and automated model critique
explain
expert
Task: explain Topic: Self-grading and automated model critique 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": [ "coding", "performance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
14ea3b4409db8ab9f6c57f1aeafa5fafb2bd9af3
train_096314
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: 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", "performance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
e3f280d017919269114d12fd4c8ca59030e9c8fc
train_096315
2026-01-01T00:00:00
Failure engineering and resilience testing
code
advanced
Task: code Topic: Failure engineering and resilience testing 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "data", "governance" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
1c20916063afd738e4a11e7e970dfc41e47a40ab
train_096316
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
self_grade
expert
Task: self_grade Topic: Tool calling protocols and sandboxed execution 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. { "score": 10, "confidence": 1.0, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Java", "moe_experts": [ "research", "governance" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
c15733263e0d701a8e6617a4e9f857f83a17af27
train_096317
2026-01-01T00:00:00
Failure engineering and resilience testing
data_pipeline
advanced
Task: data_pipeline Topic: Failure engineering and resilience testing 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "research", "evaluation" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
8d360de7f18d067ea53feb326a5a62a4988d5fc9
train_096318
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
data_pipeline
advanced
Task: data_pipeline Topic: Agentic coding systems (plan→edit→test→reflect) 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "data", "evaluation" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
d6c65b7aac18b8a0b9257ab9aa7d53def161a8b0
train_096319
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: 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Python", "moe_experts": [ "agent", "performance" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
9f29518b5f4c6ab6fa13f535e3b386f4b3e8370c
train_096320
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
compare
expert
Task: compare Topic: Mixture-of-Experts (MoE) routing and sparsity 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "performance", "coding" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
675639b678675fda494998f2d2d444da01894170
train_096321
2026-01-01T00:00:00
Extended context, memory, and repo graphs
data_pipeline
advanced
Task: data_pipeline Topic: Extended context, memory, and repo graphs 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": [ "evaluation", "governance" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
cbc98211fef899e61e554a5a1f53af3b1b923378
train_096322
2026-01-01T00:00:00
Self-grading and automated model critique
data_pipeline
advanced
Task: data_pipeline Topic: Self-grading and automated model critique 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "agent", "evaluation" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
7700aea648a78780f5b1c78bcbc75931401e0349
train_096323
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
eval
advanced
Task: eval Topic: Agentic coding systems (plan→edit→test→reflect) 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Python", "moe_experts": [ "data", "evaluation" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
98565a359e621c1b5649ffa448874459bfb33072
train_096324
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
review
advanced
Task: review Topic: Agentic coding systems (plan→edit→test→reflect) Difficulty: advanced 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", "performance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
3c0c8b1928a27bfd629ac494d1f37c1f7476b12c
train_096325
2026-01-01T00:00:00
Model merging, distillation, and continual learning
patch_diff
expert
Task: patch_diff Topic: Model merging, distillation, and continual learning Difficulty: expert Language: JavaScript 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": "JavaScript", "moe_experts": [ "agent", "evaluation" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
42e60aa46767e6722eb85886eed2870b6ca191e7
train_096326
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
patch_diff
expert
Task: patch_diff Topic: Tool calling protocols and sandboxed execution 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Bash", "moe_experts": [ "agent", "coding" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
1b170f75f504f05ed9530d4be83701b586a11855
train_096327
2026-01-01T00:00:00
Model merging, distillation, and continual learning
agent_loop
advanced
Task: agent_loop 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "coding", "evaluation" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
b0ef32bcb1656983d2fb0ffa14a5c516029e2042
train_096328
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
patch_diff
expert
Task: patch_diff Topic: Reasoning-first coding models and tunable deliberation 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "JavaScript", "moe_experts": [ "security", "research" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
b3cf5971ac4546010cd9b0d004a90f476aef4f80
train_096329
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
eval
advanced
Task: eval Topic: Secure code generation, red-teaming, and policy gates Difficulty: advanced 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "SQL", "moe_experts": [ "performance", "evaluation" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
9e5ca5a930b98b88c289178fabe4a564e6caae5e
train_096330
2026-01-01T00:00:00
Multi-agent coordination and role separation
patch_diff
expert
Task: patch_diff Topic: Multi-agent coordination and role separation 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Bash", "moe_experts": [ "security", "data" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
3311b285a31eb0eb8aab0f29cf64ede756ece082
train_096331
2026-01-01T00:00:00
Failure engineering and resilience testing
tool_trace
expert
Task: tool_trace Topic: Failure engineering and resilience testing 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "C#", "moe_experts": [ "governance", "coding" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
cc8b5557247833cf51ca4cd23db688ef32d66370
train_096332
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
eval
expert
Task: eval Topic: Agentic coding systems (plan→edit→test→reflect) 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "TypeScript", "moe_experts": [ "security", "research" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
d48d3474a1331d9b25917cdd187fc5ba019bf227
train_096333
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
patch_diff
expert
Task: patch_diff Topic: Dataset curation pipelines and quality attribution Difficulty: expert Language: C# 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": "C#", "moe_experts": [ "data", "agent" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
af9bbb0f5db31671a7b52f4f304822f528050826
train_096334
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
agent_loop
expert
Task: agent_loop Topic: Tool calling protocols and sandboxed execution 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": [ "evaluation", "coding" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
28dde04d7518f2cd50cf4f4433f8da5be06c9cdc
train_096335
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: 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": [ "performance", "coding" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
cb705017584ef1217fff07034b10efed623c3810
train_096336
2026-01-01T00:00:00
Failure engineering and resilience testing
review
advanced
Task: review Topic: Failure engineering and resilience testing 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": [ "agent", "coding" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
8ebdc9f2eec024de909debe8f2ca458f094c891a
train_096337
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
eval
advanced
Task: eval Topic: Secure code generation, red-teaming, and policy gates 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Java", "moe_experts": [ "research", "evaluation" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
df6b45fc4b3020d3638168294ccc0038a0769669
train_096338
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
tool_trace
expert
Task: tool_trace Topic: Secure code generation, red-teaming, and policy gates 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "Bash", "moe_experts": [ "performance", "research" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
b575d5a6127a4e920e67ab611e2b2a447f53a656
train_096339
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: 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Bash", "moe_experts": [ "data", "evaluation" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
5e0c498530ab614eb21e183fa027203dfa3a570b
train_096340
2026-01-01T00:00:00
Model merging, distillation, and continual learning
compare
advanced
Task: compare Topic: Model merging, distillation, and continual learning Difficulty: advanced Language: TypeScript 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": "TypeScript", "moe_experts": [ "data", "research" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
ce3f80022d47ab1023b3d7e005c069de44850206
train_096341
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
data_pipeline
expert
Task: data_pipeline Topic: Dataset curation pipelines and quality attribution 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", "agent" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
0d2bad129f144eadb2962dedf741704fdfeeb57e
train_096342
2026-01-01T00:00:00
Multi-agent coordination and role separation
agent_loop
advanced
Task: agent_loop Topic: Multi-agent coordination and role separation 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": [ "agent", "governance" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
40a757318a1daa41a9960c34c080ad73a89982f7
train_096343
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
self_grade
expert
Task: self_grade Topic: Mixture-of-Experts (MoE) routing and sparsity 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. { "score": 8, "confidence": 0.8, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "SQL", "moe_experts": [ "evaluation", "governance" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
eb1166b1f7826e119a1b4d47e744b10df3d6472f
train_096344
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
failure_analysis
expert
Task: failure_analysis Topic: Agentic coding systems (plan→edit→test→reflect) Difficulty: expert Language: TypeScript 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": "TypeScript", "moe_experts": [ "coding", "governance" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
8622291081792f8d3abf1bd8c779abc478c264f2
train_096345
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
tool_trace
expert
Task: tool_trace Topic: Tool calling protocols and sandboxed execution Difficulty: expert 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "Python", "moe_experts": [ "coding", "agent" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
fe177e8f1b523044b6874e1d5c70039d29c6e891
train_096346
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: 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Bash", "moe_experts": [ "coding", "evaluation" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
20c22698ce278328b6fefe6bb06ad10c195ed2cc
train_096347
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: TypeScript 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "TypeScript", "moe_experts": [ "research", "security" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
ee04eff9f60b141b71958c80d497b33b9c98cd50
train_096348
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
tool_trace
expert
Task: tool_trace Topic: Tool calling protocols and sandboxed execution Difficulty: expert 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "Go", "moe_experts": [ "coding", "security" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
fa85f8e0edabf95354addf90e38545ed29af96d2
train_096349
2026-01-01T00:00:00
Model merging, distillation, and continual learning
agent_loop
advanced
Task: agent_loop Topic: Model merging, distillation, and continual learning 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "performance", "evaluation" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
5f13dfd7f541fb2617f765eb0d8aad66fc091e01
train_096350
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: 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "JavaScript", "moe_experts": [ "coding", "performance" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
739ace49a7859b2b65591baf9f50723e53e6b2fe
train_096351
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
design
advanced
Task: design Topic: SWE-bench real-repo evaluation and leakage control 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", "research" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
d4d626240f58d60e4f9230b81bb76e9ee2ae5d4a
train_096352
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
design
advanced
Task: design Topic: Agentic coding systems (plan→edit→test→reflect) 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": [ "evaluation", "security" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
4575d95c5027084e9cdfb132b0689e39e75f7f32
train_096353
2026-01-01T00:00:00
Failure engineering and resilience testing
explain
advanced
Task: explain Topic: Failure engineering and resilience testing Difficulty: advanced 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Rust", "moe_experts": [ "evaluation", "coding" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
e94db3a69dd7ee4495a7727e1cf770c5446f3f40
train_096354
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
self_grade
advanced
Task: self_grade Topic: Agentic coding systems (plan→edit→test→reflect) 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. { "score": 9, "confidence": 0.9, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Bash", "moe_experts": [ "evaluation", "data" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
faec4e1b622754f2cab429a957641e3d4f38ac21
train_096355
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: 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. { "score": 10, "confidence": 1.0, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "JavaScript", "moe_experts": [ "coding", "agent" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
0a1eb19c1743affc2e066d03bdd7f26314a32758
train_096356
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
eval
advanced
Task: eval Topic: Tool calling protocols and sandboxed execution 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Bash", "moe_experts": [ "governance", "coding" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
cb05d564f8b2a58cffb61f1c122c0776c2720946
train_096357
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: 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": [ "evaluation", "research" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
1fb16f3b6268e4fd2bd537a8ee25710e922b48a3
train_096358
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: 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": [ "coding", "security" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
b89df496a821566e69c0a91bbfad91f3e26f3a62
train_096359
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
design
advanced
Task: design 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": [ "governance", "agent" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
21874300007dfce615ebe8a31e18ea1521173a64
train_096360
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
review
expert
Task: review Topic: Secure code generation, red-teaming, and policy gates 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", "data" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
6003489d3453b4fe520a3a49a34388791013f071
train_096361
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
compare
advanced
Task: compare Topic: Secure code generation, red-teaming, and policy gates Difficulty: advanced Language: C# 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": "C#", "moe_experts": [ "governance", "agent" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
e6d1a9b0cb6032da75812ef1140e25d06efe990a
train_096362
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
data_pipeline
advanced
Task: data_pipeline Topic: Agentic coding systems (plan→edit→test→reflect) 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": [ "research", "governance" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
3d4768c8629fcbe607dcc7b801ed8ff49fea0987
train_096363
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
patch_diff
expert
Task: patch_diff Topic: SWE-bench real-repo evaluation and leakage control 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Java", "moe_experts": [ "performance", "data" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
21b57bae0dcdcc3a6062669eeccf49e3c933f07b
train_096364
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: 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "Go", "moe_experts": [ "security", "performance" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
808585028535c46c723f3773812e6383d93af596
train_096365
2026-01-01T00:00:00
Latency, cost, throughput optimization
tool_trace
expert
Task: tool_trace Topic: Latency, cost, throughput optimization 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "SQL", "moe_experts": [ "data", "agent" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
b12de52967db43849c18a8fe747c20385ec4e555
train_096366
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
compare
expert
Task: compare Topic: Agentic coding systems (plan→edit→test→reflect) 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": [ "coding", "research" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
b2a018957eaac0db5e03118fad2fa6a644fa1155
train_096367
2026-01-01T00:00:00
Self-grading and automated model critique
failure_analysis
advanced
Task: failure_analysis Topic: Self-grading and automated model critique Difficulty: advanced Language: JavaScript 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": "JavaScript", "moe_experts": [ "data", "security" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
0342090df4fcbb1e5a8197ddc005de6c841bb4cd
train_096368
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
tool_trace
advanced
Task: tool_trace Topic: SWE-bench real-repo evaluation and leakage control 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "JavaScript", "moe_experts": [ "coding", "governance" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
f0b65fee1a80c0d34b2ab0ed1c3d1c582fc98cfc
train_096369
2026-01-01T00:00:00
Code-specialized model families and scaling laws
explain
advanced
Task: explain Topic: Code-specialized model families and scaling laws 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Rust", "moe_experts": [ "security", "governance" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
15f315a25651cf9f29bef0a9354e9bd998891775
train_096370
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
patch_diff
expert
Task: patch_diff Topic: Dataset curation pipelines and quality attribution 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Java", "moe_experts": [ "performance", "security" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
a54a43d56de2fe9bfff0f554d27c776444bfec6f
train_096371
2026-01-01T00:00:00
Governance, provenance, and audit logging
code
advanced
Task: code Topic: Governance, provenance, and audit logging Difficulty: advanced 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": [ "data", "evaluation" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
0893e2beeb08a9785ee78602535b6e018921bb0f
train_096372
2026-01-01T00:00:00
Governance, provenance, and audit logging
design
expert
Task: design Topic: Governance, provenance, and audit logging 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": [ "evaluation", "coding" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
9dbda26c9d46c52924257c791d331ad0dc4ebb5f
train_096373
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
code
expert
Task: code Topic: Reasoning-first coding models and tunable deliberation 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": [ "governance", "coding" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
c14c4d27b7db197aae041ff26d6e7531a2c6ba38
train_096374
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: 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": [ "data", "performance" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
ac9fc62e99a5136b59690f7a28c165eb9ceb7942
train_096375
2026-01-01T00:00:00
Model merging, distillation, and continual learning
code
advanced
Task: code Topic: Model merging, distillation, and continual learning 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "research", "performance" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
dbe65a960a63f0856f84af6197a54bc5622f4ca2
train_096376
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
agent_loop
expert
Task: agent_loop Topic: Reasoning-first coding models and tunable deliberation 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": [ "performance", "research" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
b691579cf5790e4223289606cb78d12f7f6c9f65
train_096377
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: 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": 9, "confidence": 0.9, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "TypeScript", "moe_experts": [ "coding", "agent" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
9bbe09199811ecbc856a21d24fa56f35e783eb34
train_096378
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
patch_diff
advanced
Task: patch_diff Topic: Dataset curation pipelines and quality attribution 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "JavaScript", "moe_experts": [ "security", "agent" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
3813cfe5d89055a7dc1b508ae4442d1ad7e7b030
train_096379
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: 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": [ "coding", "evaluation" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
d09b08a2ce53401aacb0ec34bbe38f8b257baf8a
train_096380
2026-01-01T00:00:00
Latency, cost, throughput optimization
review
advanced
Task: review Topic: Latency, cost, throughput optimization 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Bash", "moe_experts": [ "coding", "governance" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
9ea75eb9497f6ae5eacb3077ceb40e7514c73b0e
train_096381
2026-01-01T00:00:00
Failure engineering and resilience testing
design
advanced
Task: design Topic: Failure engineering and resilience testing 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Java", "moe_experts": [ "performance", "data" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
1a7b28db92cf4cb87c2fce597e09569fda618de5
train_096382
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": [ "evaluation", "coding" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
613eb7d03a34537a006d29ca0049b1d36dfdc48c
train_096383
2026-01-01T00:00:00
Extended context, memory, and repo graphs
compare
advanced
Task: compare Topic: Extended context, memory, and repo graphs Difficulty: advanced 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": 5, "latency_ms_target": 100, "audit_required": true }
d638f6c58d0f377d83f0183ee0d0fe81e06cb7ba
train_096384
2026-01-01T00:00:00
Latency, cost, throughput optimization
patch_diff
expert
Task: patch_diff Topic: Latency, cost, throughput optimization 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Bash", "moe_experts": [ "evaluation", "data" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
1cd08a829f6619f189e3cbb0880b151c8a1ba177
train_096385
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
patch_diff
expert
Task: patch_diff Topic: Reasoning-first coding models and tunable deliberation Difficulty: expert 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "C#", "moe_experts": [ "evaluation", "security" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
d316f83580130b422372e694bbde77620b3152ed
train_096386
2026-01-01T00:00:00
Model merging, distillation, and continual learning
design
advanced
Task: design Topic: Model merging, distillation, and continual learning 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", "evaluation" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
06966bd304fa1a508b00dc89b39a358242d2810b
train_096387
2026-01-01T00:00:00
Failure engineering and resilience testing
design
advanced
Task: design Topic: Failure engineering and resilience testing 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": [ "research", "performance" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
b66170c152182680ed647e703e8df7ecc2c9e26d
train_096388
2026-01-01T00:00:00
Latency, cost, throughput optimization
eval
advanced
Task: eval 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "C#", "moe_experts": [ "evaluation", "data" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
4421186002c71102f4e7e9c20d01712d21f5f19e
train_096389
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
data_pipeline
expert
Task: data_pipeline Topic: Agentic coding systems (plan→edit→test→reflect) 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": [ "evaluation", "agent" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
f21db53ae89c2a83547d90d06f2f108fd47f287c
train_096390
2026-01-01T00:00:00
Multi-agent coordination and role separation
code
expert
Task: code Topic: Multi-agent coordination and role separation 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": [ "agent", "security" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
1ad6d657ed1385aa87a323d1fb2645f2bee2a0f3
train_096391
2026-01-01T00:00:00
Self-grading and automated model critique
code
advanced
Task: code 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", "coding" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
164e205f8b4cc0ad640be202c249839bfcffe59f
train_096392
2026-01-01T00:00:00
Latency, cost, throughput optimization
eval
advanced
Task: eval Topic: Latency, cost, throughput optimization 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": [ "security", "coding" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
8bcb5b04540ad72d9e9a1200738587cd7eb05525
train_096393
2026-01-01T00:00:00
Latency, cost, throughput optimization
failure_analysis
expert
Task: failure_analysis 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "TypeScript", "moe_experts": [ "coding", "governance" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
7037a14ef84b31eb412ebf119c039d35e6df1a93
train_096394
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: 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "C#", "moe_experts": [ "data", "governance" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
3bbc2c9ad1c93fb9a05901f34f540733611c8b3e
train_096395
2026-01-01T00:00:00
Governance, provenance, and audit logging
agent_loop
advanced
Task: agent_loop Topic: Governance, provenance, and audit logging 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": [ "governance", "coding" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
72de91f9ee7eee31c91f3a393f6c4de8a74697e6
train_096396
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
patch_diff
expert
Task: patch_diff Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: expert 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "C#", "moe_experts": [ "governance", "coding" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
09ee9381369da08f3351be8a2f743ca853192597
train_096397
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: 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": [ "agent", "coding" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
c08bc8a60275168c66e3d7116f40329fdcffb7d7
train_096398
2026-01-01T00:00:00
Multi-agent coordination and role separation
patch_diff
expert
Task: patch_diff Topic: Multi-agent coordination and role separation Difficulty: expert 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "C#", "moe_experts": [ "security", "agent" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
69d6117a3f0567f94a125bf5daf8be78bfa3fbc8
train_096399
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: 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. Code: ```python def agent_loop(plan, edit, test, issue, budget=4): cost = 0 for _ in range(budget): p = plan(issue) patch = edit(issue, p) ok, _ = test(patch) cost += 1 if ok: return patch, cost raise RuntimeError("Budget exhausted") ```
{ "language": "Python", "moe_experts": [ "agent", "security" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
767bf58ebd0b1c3ce108c0892d5ed79229334c17