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_007300
2026-01-01T00:00:00
Model merging, distillation, and continual learning
review
advanced
Task: review 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": [ "agent", "data" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
b1b58282f08dcb47fabf925b90ef628a2b31e3f4
train_007301
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: 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Rust", "moe_experts": [ "data", "agent" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
1402faaef7abfbbd0deb493c2f9235379f031fb2
train_007302
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
code
advanced
Task: code Topic: Secure code generation, red-teaming, and policy gates 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": [ "evaluation", "performance" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
48a67a228ef5dcf041dea389c329c0e9ea183f65
train_007303
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
compare
expert
Task: compare 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Java", "moe_experts": [ "agent", "security" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
4333aef856b9d7614b87b1fe2f2f5e90b9b4108b
train_007304
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: 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": [ "performance", "agent" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
dddaa4e42b74be8dd1e0c587e676b7523581182a
train_007305
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: 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", "governance" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
261c531ab1889169573af11d69f2cb95559ead2e
train_007306
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
data_pipeline
advanced
Task: data_pipeline Topic: Dataset curation pipelines and quality attribution 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "performance", "governance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
d422cdebc17f75442c8137d17b9c526ec4ef6370
train_007307
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
compare
expert
Task: compare Topic: Dataset curation pipelines and quality attribution 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": [ "data", "security" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
1dd9c7ff0847125adbc365724108ea7e14336226
train_007308
2026-01-01T00:00:00
Extended context, memory, and repo graphs
tool_trace
expert
Task: tool_trace Topic: Extended context, memory, and repo graphs 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", "coding" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
678534ce33944ce2e633228d3bf80adeac8fe246
train_007309
2026-01-01T00:00:00
Multi-agent coordination and role separation
self_grade
expert
Task: self_grade Topic: Multi-agent coordination and role separation 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. { "score": 6, "confidence": 0.6, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Rust", "moe_experts": [ "evaluation", "coding" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
6bbc370b5809fa178da51209409fd75ea57d1a3d
train_007310
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
design
advanced
Task: design 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": [ "governance", "data" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
78b8cde330ceda46c906fba92a5def3b1f4fe7af
train_007311
2026-01-01T00:00:00
Model merging, distillation, and continual learning
design
expert
Task: design Topic: Model merging, distillation, and continual learning 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", "security" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
eae673d632652a0eafa9d33e197fa83f17a1e981
train_007312
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
patch_diff
expert
Task: patch_diff Topic: Secure code generation, red-teaming, and policy gates 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "SQL", "moe_experts": [ "evaluation", "data" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
28881d5e67c93960837b7529affbf70057378c52
train_007313
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: 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": [ "evaluation", "coding" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
c66b1908b068c85505619d46608c0f3f2887136b
train_007314
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: 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "TypeScript", "moe_experts": [ "agent", "coding" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
60cc1c87b46fabf678e35e33afb66bdf31b34018
train_007315
2026-01-01T00:00:00
Governance, provenance, and audit logging
explain
advanced
Task: explain Topic: Governance, provenance, and audit logging 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "security", "performance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
fa831184e262daa2ea76e07fe36bbf7623726e51
train_007316
2026-01-01T00:00:00
Failure engineering and resilience testing
failure_analysis
expert
Task: failure_analysis Topic: Failure engineering and resilience testing 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "JavaScript", "moe_experts": [ "governance", "agent" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
fe91e32c56a4a31724c888f881689695ef488850
train_007317
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
review
advanced
Task: review Topic: Dataset curation pipelines and quality attribution 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": [ "governance", "evaluation" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
827ac587ec6d47e1d4c56de18efe270c11b34290
train_007318
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
self_grade
advanced
Task: self_grade Topic: Dataset curation pipelines and quality attribution 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. { "score": 7, "confidence": 0.7, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Go", "moe_experts": [ "research", "performance" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
ea131f9d047ec0bdb76628018a09a741d1e5b0b9
train_007319
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: 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": [ "security", "research" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
e31bab7f4186c2be83673bf5075d49d00adf3e41
train_007320
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
failure_analysis
expert
Task: failure_analysis Topic: Mixture-of-Experts (MoE) routing and sparsity 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "TypeScript", "moe_experts": [ "evaluation", "data" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
f52a71e1c3de1f3e2344929b674181cd2a0e9952
train_007321
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: 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", "agent" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
822b51e748e41016ca12f05d9e182553579ceed5
train_007322
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: 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": [ "security", "research" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
536bc5301fe48558a7dd9686efed6b0d16656fd7
train_007323
2026-01-01T00:00:00
Failure engineering and resilience testing
patch_diff
advanced
Task: patch_diff Topic: Failure engineering and resilience testing Difficulty: advanced Language: Java 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": "Java", "moe_experts": [ "governance", "performance" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
fbc821d3a78928c8281b05ac25a0131bd4b3513d
train_007324
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: 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": "Java", "moe_experts": [ "data", "evaluation" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
3882ae2aaa6f360bfbe0b049521b09a478e33dd7
train_007325
2026-01-01T00:00:00
Governance, provenance, and audit logging
self_grade
advanced
Task: self_grade Topic: Governance, provenance, and audit logging 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. { "score": 8, "confidence": 0.8, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "TypeScript", "moe_experts": [ "evaluation", "coding" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
84763990828807998b5017cdd41ef77569d70914
train_007326
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
explain
expert
Task: explain Topic: Secure code generation, red-teaming, and policy gates 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": [ "governance", "evaluation" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
8075dec6b77cab454986d88f0fc943af803d6204
train_007327
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
agent_loop
advanced
Task: agent_loop Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: advanced 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": [ "coding", "research" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
102315d009e93378d87a7cb5a4077f8432290f95
train_007328
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: 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" ...
{ "language": "Python", "moe_experts": [ "security", "research" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
0755758dc5b8a556dea54e246fea74440fa34176
train_007329
2026-01-01T00:00:00
Failure engineering and resilience testing
compare
advanced
Task: compare Topic: Failure engineering and resilience testing 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": [ "security", "agent" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
74eccca5ed22cc3e947ac91fd44f4a7e1ca60b03
train_007330
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: 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": [ "evaluation", "coding" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
0b8038a058ba082e1e1f3eeb015b621ecbab0083
train_007331
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: Java 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": "Java", "moe_experts": [ "data", "performance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
32f1f29a7a96f7eb93a143d215ec82d5ebcff2df
train_007332
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: 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": [ "performance", "evaluation" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
c85f6326d644e1cd631a5c1a6e180ad160a24729
train_007333
2026-01-01T00:00:00
Self-grading and automated model critique
code
expert
Task: code Topic: Self-grading and automated model critique 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": 5, "latency_ms_target": 50, "audit_required": true }
82d3d6f0c9e42b8c94cd31698ced14a6de95e84e
train_007334
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
eval
expert
Task: eval Topic: Tool calling protocols and sandboxed execution 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Python", "moe_experts": [ "agent", "governance" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
5c9ad105a27ae3c9facc756a299bf27740fbb8b7
train_007335
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
compare
advanced
Task: compare Topic: SWE-bench real-repo evaluation and leakage control Difficulty: advanced 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": [ "agent", "performance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
2e5b131c399858757ce13de685815b2930d14099
train_007336
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: 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": [ "agent", "data" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
00d8494f60a36a27027eb96a304413085a03d86e
train_007337
2026-01-01T00:00:00
Self-grading and automated model critique
explain
advanced
Task: explain Topic: Self-grading and automated model critique 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": [ "data", "evaluation" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
88207863e2bae6bdfd00cd03165f3bbfd2a5c34a
train_007338
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: 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "JavaScript", "moe_experts": [ "coding", "evaluation" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
59259cc20d7f7e9a5c3472332397eab23d6a38d1
train_007339
2026-01-01T00:00:00
Multi-agent coordination and role separation
review
expert
Task: review Topic: Multi-agent coordination and role separation 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Rust", "moe_experts": [ "agent", "security" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
c665a38a032b7512e714761899d71f36a9fea460
train_007340
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: 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": [ "coding", "agent" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
02f248b3664008a650cafc2bb6b0621df9ef0d2e
train_007341
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: 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": [ "research", "security" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
f65c44f0d7a8cd8fb5348a2ac6e6e0d3fe01208c
train_007342
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
self_grade
expert
Task: self_grade Topic: Agentic coding systems (plan→edit→test→reflect) 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. { "score": 6, "confidence": 0.6, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Python", "moe_experts": [ "evaluation", "data" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
9cf6efd7fa1264172472c586f253d763ebdd6487
train_007343
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: 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": [ "evaluation", "agent" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
5ab5d8ffe83b7f7bd954ab516e199e097b964584
train_007344
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
explain
advanced
Task: explain Topic: Agentic coding systems (plan→edit→test→reflect) 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": [ "data", "evaluation" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
2ef3748285da8790cd5709f6c6e0ccb4745f1349
train_007345
2026-01-01T00:00:00
Code-specialized model families and scaling laws
eval
advanced
Task: eval Topic: Code-specialized model families and scaling laws 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Python", "moe_experts": [ "data", "agent" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
594b2e35fbc49b6b223ed1807cd0c8f35513b64a
train_007346
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
tool_trace
expert
Task: tool_trace Topic: SWE-bench real-repo evaluation and leakage control Difficulty: expert 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Rust", "moe_experts": [ "security", "data" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
952a674bf79773494fb6d5c43208aa305aaf8554
train_007347
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: 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": 2, "latency_ms_target": 50, "audit_required": true }
bb3ff826aff1df2f7a54cba4b7b50dd329136596
train_007348
2026-01-01T00:00:00
Multi-agent coordination and role separation
compare
advanced
Task: compare Topic: Multi-agent coordination and role separation Difficulty: advanced 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": [ "performance", "data" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
5c5b9b5fc9002bf41bdc6134e46b03168ab011e7
train_007349
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
compare
expert
Task: compare Topic: SWE-bench real-repo evaluation and leakage control 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", "evaluation" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
278923d979910313d5087c5471c392c3bafe7a00
train_007350
2026-01-01T00:00:00
Multi-agent coordination and role separation
tool_trace
advanced
Task: tool_trace Topic: Multi-agent coordination and role separation 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Java", "moe_experts": [ "agent", "governance" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
01f0ede8641d7d45d31b57ad26694d5fea03b732
train_007351
2026-01-01T00:00:00
Code-specialized model families and scaling laws
eval
advanced
Task: eval Topic: Code-specialized model families and scaling laws 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": [ "governance", "performance" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
2bff81d98807c7a456918b33d732c52744c86471
train_007352
2026-01-01T00:00:00
Failure engineering and resilience testing
eval
advanced
Task: eval Topic: Failure engineering and resilience testing 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "TypeScript", "moe_experts": [ "governance", "data" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
483458f4446647f7614f9ad3cb4bc6b282c05f30
train_007353
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: Java 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": "Java", "moe_experts": [ "governance", "performance" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
d04a341e94151d745a4ca4e48a61b5d4bfdf7d28
train_007354
2026-01-01T00:00:00
Failure engineering and resilience testing
explain
advanced
Task: explain Topic: Failure engineering and resilience testing 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": [ "evaluation", "data" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
ed04079bccc150641a86a5dbaa82ffc35fdb6530
train_007355
2026-01-01T00:00:00
Self-grading and automated model critique
eval
expert
Task: eval Topic: Self-grading and automated model critique 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": [ "evaluation", "security" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
91c8d404a5abcd9c8e722f6e99b2759096f013c4
train_007356
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: 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": [ "agent", "research" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
3890b91520a52d4cb2584eab9859467588058b34
train_007357
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
code
advanced
Task: code Topic: Reasoning-first coding models and tunable deliberation 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "data", "agent" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
2c0049015dae087669e413c3591ed512a4c8fd0b
train_007358
2026-01-01T00:00:00
Latency, cost, throughput optimization
explain
expert
Task: explain Topic: Latency, cost, throughput optimization 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "governance", "coding" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
81ac0107eb64ca6dfc7c1ccaca92e66e2eae4cb5
train_007359
2026-01-01T00:00:00
Multi-agent coordination and role separation
explain
advanced
Task: explain Topic: Multi-agent coordination and role separation 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": [ "governance", "performance" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
7668183fef35ed0c2838d86c8c38b59225100651
train_007360
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
data_pipeline
advanced
Task: data_pipeline 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": [ "data", "coding" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
18b0f97dbf1f9df8ac13c3833a5cdff5aecd456c
train_007361
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: 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": [ "coding", "agent" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
7221e4b6369fbaeebd894c106a5062b172e40092
train_007362
2026-01-01T00:00:00
Code-specialized model families and scaling laws
review
advanced
Task: review Topic: Code-specialized model families and scaling laws 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": [ "research", "governance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
714fcbb7f555f85e40bc701d5b73e1c73a4bc23a
train_007363
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
design
expert
Task: design Topic: Reasoning-first coding models and tunable deliberation 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": [ "governance", "evaluation" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
832cc9da58606dc8637e276df40dde1f078593de
train_007364
2026-01-01T00:00:00
Self-grading and automated model critique
code
expert
Task: code Topic: Self-grading and automated model critique 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. Code: ```python def agent_loop(plan, edit, test, issue, budget=4): cost = 0 for _ in range(budget): p = plan(issue) patch = edi...
{ "language": "Python", "moe_experts": [ "research", "agent" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
87e9cca14f20c21d372e8f2a9024733735d82525
train_007365
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: 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "TypeScript", "moe_experts": [ "performance", "coding" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
1418c71953c6dd0cb8550c4c86fc4ac99835f0e1
train_007366
2026-01-01T00:00:00
Code-specialized model families and scaling laws
code
expert
Task: code Topic: Code-specialized model families and scaling laws 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": [ "performance", "security" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
a617c329e2695030284c6bc23492ed1ba84a5d88
train_007367
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
agent_loop
expert
Task: agent_loop Topic: Agentic coding systems (plan→edit→test→reflect) 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": [ "security", "coding" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
d996264d983392bfab72a2ab213724f292185c83
train_007368
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: 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": [ "security", "agent" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
d0fc52cf220dc6b7b996c7e0a22c9f7e038aa9db
train_007369
2026-01-01T00:00:00
Model merging, distillation, and continual learning
review
expert
Task: review Topic: Model merging, distillation, and continual learning 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", "data" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
5d4315dc9f90711b9b608b4d5c09db81f38f491d
train_007370
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
explain
expert
Task: explain Topic: SWE-bench real-repo evaluation and leakage control 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": [ "governance", "performance" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
052027b9168f83005ef5a76cfdfcec76c5f894bf
train_007371
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
patch_diff
advanced
Task: patch_diff Topic: Agentic coding systems (plan→edit→test→reflect) 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "TypeScript", "moe_experts": [ "governance", "performance" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
3d0df50a9591ff3456a47d0afe3a845da4fa83db
train_007372
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: 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": [ "evaluation", "security" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
bf6332474fc0ab1249d3586f8fe5cc64663493dd
train_007373
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
failure_analysis
advanced
Task: failure_analysis 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Go", "moe_experts": [ "performance", "agent" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
a4905f742ddd8371362ac53b0ec33f549376290c
train_007374
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
code
advanced
Task: code Topic: Agentic coding systems (plan→edit→test→reflect) 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": [ "agent", "evaluation" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
929496d45462bb0c172f157a40a35434176ee8ae
train_007375
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": [ "data", "security" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
c14c4d27b7db197aae041ff26d6e7531a2c6ba38
train_007376
2026-01-01T00:00:00
Governance, provenance, and audit logging
design
advanced
Task: design Topic: Governance, provenance, and audit logging 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", "research" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
e392df63e2365852334190eef4aced8ff8f8e385
train_007377
2026-01-01T00:00:00
Latency, cost, throughput optimization
patch_diff
advanced
Task: patch_diff Topic: Latency, cost, throughput optimization 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Go", "moe_experts": [ "governance", "evaluation" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
a11361e816d9bb09f1016c9ec06cf62e438e5716
train_007378
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: 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", "performance" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
fc4f0fbf55ca578218946e64bcc924428dd6c028
train_007379
2026-01-01T00:00:00
Model merging, distillation, and continual learning
data_pipeline
advanced
Task: data_pipeline Topic: Model merging, distillation, and continual learning 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", "security" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
002fb5656dc3a2d3425099ad3ff79247ebfd9bbb
train_007380
2026-01-01T00:00:00
Governance, provenance, and audit logging
tool_trace
advanced
Task: tool_trace Topic: Governance, provenance, and audit logging 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "C#", "moe_experts": [ "performance", "evaluation" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
61492444e04f4a87707235f3e626f10b7b43c1b9
train_007381
2026-01-01T00:00:00
Extended context, memory, and repo graphs
self_grade
advanced
Task: self_grade Topic: Extended context, memory, and repo graphs 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. { "score": 10, "confidence": 1.0, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Go", "moe_experts": [ "security", "evaluation" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
51c7b1d25973fe8dab607f4e80a317bf07291d0d
train_007382
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: 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": [ "data", "agent" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
92887e57729a397dc5f7f0acc594a20a9f917223
train_007383
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
review
expert
Task: review Topic: SWE-bench real-repo evaluation and leakage control 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": [ "security", "governance" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
44c351aa806d259fab79cdb5bd2fd38722bb2806
train_007384
2026-01-01T00:00:00
Latency, cost, throughput optimization
compare
advanced
Task: compare Topic: Latency, cost, throughput optimization 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": [ "security", "data" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
85c2af5a32a94e39ca064332e87d44db6c8d11f7
train_007385
2026-01-01T00:00:00
Governance, provenance, and audit logging
eval
advanced
Task: eval Topic: Governance, provenance, and audit logging 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": 2, "latency_ms_target": 100, "audit_required": true }
615a7c57ace559326e3bb81b5d14800b3e30d801
train_007386
2026-01-01T00:00:00
Failure engineering and resilience testing
review
expert
Task: review Topic: Failure engineering and resilience testing 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": [ "coding", "research" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
1ef0506e100603eca5ccf97caed621512783a8e5
train_007387
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: 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "SQL", "moe_experts": [ "performance", "research" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
1f6471f1fe30a678cf7991be9c9abce59be20086
train_007388
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: 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "JavaScript", "moe_experts": [ "performance", "agent" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
48613139ed9ba9f4d89947f04eae0d9439597d24
train_007389
2026-01-01T00:00:00
Extended context, memory, and repo graphs
design
expert
Task: design Topic: Extended context, memory, and repo graphs 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", "performance" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
8b5a1278bf82c516aea88a356b2c4d6a08033489
train_007390
2026-01-01T00:00:00
Governance, provenance, and audit logging
review
expert
Task: review Topic: Governance, provenance, and audit logging 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Bash", "moe_experts": [ "research", "coding" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
435bfe5ba13aa9877a01dc589ab46ace720b62ab
train_007391
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
failure_analysis
expert
Task: failure_analysis 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "C#", "moe_experts": [ "data", "agent" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
7ce203ae0d1b7558380bd5f327cd4155265638af
train_007392
2026-01-01T00:00:00
Governance, provenance, and audit logging
tool_trace
advanced
Task: tool_trace Topic: Governance, provenance, and audit logging 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Go", "moe_experts": [ "agent", "performance" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
75bc660e35f6fcaa46730fb1745dc6065b313ad8
train_007393
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
design
advanced
Task: design Topic: Mixture-of-Experts (MoE) routing and sparsity 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "security", "research" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
82fc84573e00f7f756b5973abdfde4cc8aa068f0
train_007394
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
failure_analysis
advanced
Task: failure_analysis Topic: Tool calling protocols and sandboxed execution 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Java", "moe_experts": [ "performance", "evaluation" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
10f85a2aebc8480559d989334d4129339de2996a
train_007395
2026-01-01T00:00:00
Failure engineering and resilience testing
eval
expert
Task: eval Topic: Failure engineering and resilience testing 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "C#", "moe_experts": [ "governance", "performance" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
c456b488aded9ef671d1704ca7880bf066b828d7
train_007396
2026-01-01T00:00:00
Extended context, memory, and repo graphs
compare
expert
Task: compare Topic: Extended context, memory, and repo graphs 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": [ "security", "coding" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
e98fd2a249a903a93d924659ef7aaf4f1c9d7fbc
train_007397
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
code
expert
Task: code Topic: Dataset curation pipelines and quality attribution 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. Code: ```python def agent_loop(plan, edit, test, issue, budget=4): cost = 0 for _ in range(budget): p = plan(issue) patch = edi...
{ "language": "Python", "moe_experts": [ "coding", "governance" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
6982118510778dc762475af19702851de95b3480
train_007398
2026-01-01T00:00:00
Self-grading and automated model critique
tool_trace
advanced
Task: tool_trace Topic: Self-grading and automated model critique 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Go", "moe_experts": [ "research", "performance" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
5cb165728c3891c0959abca58b22efa2a733cdec
train_007399
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
explain
expert
Task: explain Topic: Secure code generation, red-teaming, and policy gates 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", "evaluation" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
f88dd0286ac80a7d9b2cdacf2596eccf64950339