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_088800
2026-01-01T00:00:00
Multi-agent coordination and role separation
compare
expert
Task: compare 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Rust", "moe_experts": [ "research", "data" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
bb1bf2ffe6bed880cbb8cce105b7348b53c53210
train_088801
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: 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "SQL", "moe_experts": [ "agent", "governance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
82a65f2d5f9dc7743f97505c6a72a707eae90f62
train_088802
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: 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. { "score": 8, "confidence": 0.8, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "C#", "moe_experts": [ "agent", "security" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
85ae76505c68be1ce20c0e6ba07adbab3c704717
train_088803
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: 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", "data" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
f8b2752b00e0d7b1333cd4362c1dca6e6e0862b8
train_088804
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: Java Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Java", "moe_experts": [ "research", "performance" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
ee1b0fe37730cc0d34d9475b8472eb5305464b72
train_088805
2026-01-01T00:00:00
Latency, cost, throughput optimization
tool_trace
advanced
Task: tool_trace Topic: Latency, cost, throughput optimization 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Go", "moe_experts": [ "evaluation", "research" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
72ccf14c51952945d265ab469d318aa926b44b80
train_088806
2026-01-01T00:00:00
Latency, cost, throughput optimization
self_grade
advanced
Task: self_grade Topic: Latency, cost, throughput optimization 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. { "score": 7, "confidence": 0.7, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Python", "moe_experts": [ "agent", "coding" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
4049df35c92f386e63084344a83e2381536baee5
train_088807
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
patch_diff
advanced
Task: patch_diff Topic: Secure code generation, red-teaming, and policy gates 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Bash", "moe_experts": [ "research", "coding" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
80fda4f72739960c1a792becf58c1a84655e4919
train_088808
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: JavaScript Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "coding", "data" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
051df7b5a82096e64b216158f0220a48df2afba4
train_088809
2026-01-01T00:00:00
Latency, cost, throughput optimization
data_pipeline
advanced
Task: data_pipeline Topic: Latency, cost, throughput optimization 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": [ "performance", "research" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
51869efc6efbf6bc3c1f40f5bf781f5459e15b38
train_088810
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: 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "JavaScript", "moe_experts": [ "research", "governance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
ab3434b2981e0de2ca7ebe1cc1518cfd485898c0
train_088811
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: C# Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "C#", "moe_experts": [ "governance", "agent" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
d7ca8155eb72d41d7178783da791f0c96588ad18
train_088812
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: 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": [ "data", "research" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
b880b29313295a360f45513db7960d4c157019f6
train_088813
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: 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. { "score": 8, "confidence": 0.8, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Rust", "moe_experts": [ "governance", "performance" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
630e570fe1a7505f9bf07afc3d14fcbc44ee815a
train_088814
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: Rust Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Rust", "moe_experts": [ "security", "coding" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
f6a3f1dfd77f6ee91606c4bd3b6ec13fd99b884e
train_088815
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
data_pipeline
expert
Task: data_pipeline Topic: Tool calling protocols and sandboxed execution Difficulty: expert Language: JavaScript Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "data", "coding" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
03128225570ef26b8a5b54745081c2de0ba77bed
train_088816
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: 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "TypeScript", "moe_experts": [ "evaluation", "coding" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
ff0f05a289e46381775fac8ae43786704d1cc2da
train_088817
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
code
expert
Task: code Topic: Agentic coding systems (plan→edit→test→reflect) 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", "research" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
5190e4993a6e72e8198d916e2e134024748f9a0c
train_088818
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: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "performance", "data" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
e81cb2917754a948d725b58b6cfe1da31885a4dc
train_088819
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: 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": [ "performance", "research" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
0a8a7f385fedfbd233a59e61ee590b82e3389639
train_088820
2026-01-01T00:00:00
Latency, cost, throughput optimization
eval
advanced
Task: eval Topic: Latency, cost, throughput optimization Difficulty: advanced 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "JavaScript", "moe_experts": [ "research", "security" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
7adfcd1355ab7e6abb8e27f6e2da2e7356b94d65
train_088821
2026-01-01T00:00:00
Latency, cost, throughput optimization
self_grade
expert
Task: self_grade Topic: Latency, cost, throughput optimization Difficulty: expert Language: Python Context: 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": 9, "confidence": 0.9, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Python", "moe_experts": [ "governance", "data" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
5f63f94a926f59e3f4334ee7294383445e4085a6
train_088822
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: Python Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Python", "moe_experts": [ "evaluation", "performance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
23282445f554748e9a43d53b8fb5b5ea64c33807
train_088823
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
failure_analysis
advanced
Task: failure_analysis Topic: SWE-bench real-repo evaluation and leakage control 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "SQL", "moe_experts": [ "security", "coding" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
28b6c4aab232933797a96e08995b2e0e6f175766
train_088824
2026-01-01T00:00:00
Extended context, memory, and repo graphs
patch_diff
expert
Task: patch_diff Topic: Extended context, memory, and repo graphs 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": [ "security", "coding" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
d31c31e60ba2bafc5016ae81f976c6a37599a360
train_088825
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: 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": [ "governance", "research" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
6ed063afb80d0da179d974c628701f67b2f91836
train_088826
2026-01-01T00:00:00
Code-specialized model families and scaling laws
code
advanced
Task: code 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": [ "coding", "performance" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
4bd51c1259156f275cc52734d4f2998b7bdac2f8
train_088827
2026-01-01T00:00:00
Model merging, distillation, and continual learning
tool_trace
advanced
Task: tool_trace Topic: Model merging, distillation, and continual learning Difficulty: advanced Language: 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" ...
{ "language": "JavaScript", "moe_experts": [ "agent", "security" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
e697a778d8612f70d8b6bbdf6a56704dc03db0ad
train_088828
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: C# Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 6, "confidence": 0.6, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "C#", "moe_experts": [ "research", "evaluation" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
154d7a52d2046096ccca8a4be9cd5b71900a12ae
train_088829
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
explain
advanced
Task: explain Topic: Tool calling protocols and sandboxed execution Difficulty: advanced Language: Python Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "agent", "security" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
2bf84414f60b30dca744f770bfb5d92794761dd2
train_088830
2026-01-01T00:00:00
Failure engineering and resilience testing
self_grade
advanced
Task: self_grade Topic: Failure engineering and resilience testing Difficulty: advanced Language: 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. { "score": 8, "confidence": 0.8, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "SQL", "moe_experts": [ "agent", "evaluation" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
60d3bee9b8f718a8e087a256c9de823038d5fba3
train_088831
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: 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", "evaluation" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
162e29e2a6d4d16c19d93c3b5422a7a556542ca8
train_088832
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
design
expert
Task: design Topic: SWE-bench real-repo evaluation and leakage control 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": [ "evaluation", "data" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
a2e7a67039252b2e426acd9456ef12711f9b2298
train_088833
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: 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Rust", "moe_experts": [ "coding", "agent" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
f7c731e37880a7172ba486a969dccab1bd258967
train_088834
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
tool_trace
expert
Task: tool_trace Topic: Agentic coding systems (plan→edit→test→reflect) 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Python", "moe_experts": [ "research", "governance" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
58cfe03903c5b46297bf32acdd1ddc5a3451db9f
train_088835
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: 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": 10, "confidence": 1.0, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "TypeScript", "moe_experts": [ "coding", "research" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
708d5dedda81789d620876d64b8690201a85b6cb
train_088836
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: 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Java", "moe_experts": [ "agent", "data" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
54f2bdccdf3e8188a3acef6fdd28fa636a967bf3
train_088837
2026-01-01T00:00:00
Extended context, memory, and repo graphs
explain
expert
Task: explain Topic: Extended context, memory, and repo graphs 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": [ "research", "evaluation" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
e7a83e79356d457658dec0f88e64cb03e16097e7
train_088838
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: C# Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "C#", "moe_experts": [ "coding", "security" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
f9b3258c5b5c7988fcadf2571d74f1e93738f848
train_088839
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
code
advanced
Task: code 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "evaluation", "agent" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
3e42cc0d698e30e784a53deea115544312b9c482
train_088840
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: 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": [ "security", "agent" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
20ba8fda0e2931928b79254ad08ef3fe45e0f4fd
train_088841
2026-01-01T00:00:00
Failure engineering and resilience testing
code
advanced
Task: code Topic: Failure engineering and resilience testing 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": [ "evaluation", "data" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
1b66c4e0fff2f015d4e0158659712be4b7152acd
train_088842
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
patch_diff
advanced
Task: patch_diff Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: advanced Language: 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": [ "data", "research" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
a382f777796bb2e23c63d0260bb25371f5ad3e59
train_088843
2026-01-01T00:00:00
Extended context, memory, and repo graphs
design
advanced
Task: design Topic: Extended context, memory, and repo graphs 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Java", "moe_experts": [ "agent", "coding" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
f12875779e0ac0ee302a2391fb4b0ed547480e10
train_088844
2026-01-01T00:00:00
Governance, provenance, and audit logging
tool_trace
expert
Task: tool_trace Topic: Governance, provenance, and audit logging 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Go", "moe_experts": [ "security", "agent" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
5d02d4731008f93e996a3b97acb4ee4b1195675e
train_088845
2026-01-01T00:00:00
Latency, cost, throughput optimization
code
expert
Task: code Topic: Latency, cost, throughput optimization 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": [ "performance", "coding" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
c88ec72a0f2f18033808e56399a637fdeb40bee5
train_088846
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
design
advanced
Task: design Topic: Tool calling protocols and sandboxed execution 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": [ "agent", "research" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
078d988d77765103385f65cfbeddabff2871da88
train_088847
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: 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. { "score": 8, "confidence": 0.8, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Rust", "moe_experts": [ "evaluation", "governance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
73dbbddeb5f6bafb691c4a66d535ae6d0a3e9f18
train_088848
2026-01-01T00:00:00
Governance, provenance, and audit logging
explain
expert
Task: explain Topic: Governance, provenance, and audit logging 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", "research" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
b5ae4113bcc864dc808190261c19fdc046fa4ff0
train_088849
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
agent_loop
advanced
Task: agent_loop Topic: Tool calling protocols and sandboxed execution 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", "research" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
c69d41ba412ec421889e3d2f6b68a4ab84441c00
train_088850
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
design
expert
Task: design Topic: SWE-bench real-repo evaluation and leakage control 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": [ "security", "coding" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
f2cfdd56021369362509935e3a0e375dc02e22f0
train_088851
2026-01-01T00:00:00
Multi-agent coordination and role separation
failure_analysis
advanced
Task: failure_analysis Topic: Multi-agent coordination and role separation 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Python", "moe_experts": [ "security", "data" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
50616df38e5e36c02dbb4aa90e285f5691d31a52
train_088852
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
agent_loop
expert
Task: agent_loop Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: expert Language: JavaScript Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "data", "evaluation" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
04d7c488eb0413115ca82cc3efc23380c70caaa8
train_088853
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
compare
advanced
Task: compare 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": [ "evaluation", "governance" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
a5f05ab1f421cba1d5fa60b07bd2901180763af7
train_088854
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: 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", "coding" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
ec5aa7d133507d5b0ecf20602aed588cca1215e4
train_088855
2026-01-01T00:00:00
Latency, cost, throughput optimization
patch_diff
advanced
Task: patch_diff Topic: Latency, cost, throughput optimization 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "JavaScript", "moe_experts": [ "research", "coding" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
681eb3fae676401c84592460bbe48034b84f6291
train_088856
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: 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": 4, "latency_ms_target": 100, "audit_required": true }
a32142f6cd6095f6355791483e4e6987e090634e
train_088857
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: 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "SQL", "moe_experts": [ "research", "security" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
6ee8386353f54e2b6342e5e5b6b87a49e259564d
train_088858
2026-01-01T00:00:00
Governance, provenance, and audit logging
eval
advanced
Task: eval Topic: Governance, provenance, and audit logging 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "JavaScript", "moe_experts": [ "security", "evaluation" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
0b89b51f7ca64b0698846c65e0c7fa6d268b075e
train_088859
2026-01-01T00:00:00
Model merging, distillation, and continual learning
eval
expert
Task: eval Topic: Model merging, distillation, and continual learning Difficulty: expert Language: C# Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "C#", "moe_experts": [ "data", "evaluation" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
67947de1454843c21ebc7437a6d127e6b4848ca3
train_088860
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: Go Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "governance", "security" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
eb3b48476ee518be3a79a55a1c1770e3d99deea1
train_088861
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
agent_loop
expert
Task: agent_loop Topic: SWE-bench real-repo evaluation and leakage control Difficulty: expert Language: JavaScript Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "research", "evaluation" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
0ec3b46a455cab005edf3f0604fda09d2085d432
train_088862
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
agent_loop
expert
Task: agent_loop Topic: Secure code generation, red-teaming, and policy gates 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": [ "governance", "agent" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
ec82ecc28984d8c466fa99f243e71a9fccfc507b
train_088863
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
patch_diff
expert
Task: patch_diff Topic: Agentic coding systems (plan→edit→test→reflect) 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": [ "data", "security" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
738d55f220813f0a17908d07bf8fce32fb0fe130
train_088864
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
failure_analysis
expert
Task: failure_analysis 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Go", "moe_experts": [ "security", "performance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
9345abcafd73c7d02a477f834b6e23c66d3c48a7
train_088865
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
agent_loop
expert
Task: agent_loop Topic: Secure code generation, red-teaming, and policy gates Difficulty: expert 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", "data" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
24fe50de8a333abe903220ffb16cd860778e586b
train_088866
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
compare
expert
Task: compare Topic: Secure code generation, red-teaming, and policy gates Difficulty: expert Language: 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": [ "research", "governance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
a8306381bf0cda411f7cd30171c9a0bb39d80a92
train_088867
2026-01-01T00:00:00
Extended context, memory, and repo graphs
tool_trace
advanced
Task: tool_trace Topic: Extended context, memory, and repo graphs 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Java", "moe_experts": [ "data", "agent" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
3475bf55a6badc4067cd4c2b5f92e2a7f6ac012e
train_088868
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: Python Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "coding", "governance" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
89f6ec044b894fac7663f99a2738d3ea0ca1211f
train_088869
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: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "research", "security" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
976044f3b7f47f12382ee20b5a2f99d9a5eea57f
train_088870
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: 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "SQL", "moe_experts": [ "performance", "data" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
7058b3ec0534fe0e0491bdddbdc1858e46cb25e0
train_088871
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
review
advanced
Task: review Topic: Reasoning-first coding models and tunable deliberation 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": [ "research", "security" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
cd644527648db31004ce1cba5067dc2e36b6ff8e
train_088872
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: 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Java", "moe_experts": [ "agent", "data" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
aca37766aebb342e35dccd863a9f42624a05b140
train_088873
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: 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": "SQL", "moe_experts": [ "performance", "evaluation" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
50a2151e69cc11854f3447a24af121e54d0678ab
train_088874
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
code
expert
Task: code Topic: SWE-bench real-repo evaluation and leakage control 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", "research" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
9d6cf952a2c5f52adf99e07350933c8c8813e4b3
train_088875
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
failure_analysis
expert
Task: failure_analysis Topic: Tool calling protocols and sandboxed execution 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Rust", "moe_experts": [ "performance", "data" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
54f03bcd2212ebf9cbbe291acd9af9d7cbcf817a
train_088876
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
design
advanced
Task: design Topic: Secure code generation, red-teaming, and policy gates Difficulty: advanced Language: Bash Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Bash", "moe_experts": [ "security", "performance" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
812865355dd7f880079da1d8a1d012d6ccfd4ee1
train_088877
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: 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": [ "security", "agent" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
3f372768e95c7ad6b286b6c803d234bedc782072
train_088878
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: C# Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "evaluation", "agent" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
73a107be8281f9735011314e89401845530c6fad
train_088879
2026-01-01T00:00:00
Governance, provenance, and audit logging
explain
expert
Task: explain Topic: Governance, provenance, and audit logging 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Rust", "moe_experts": [ "coding", "agent" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
ea615adfdc9c6ee3202725ba8f360f05fe23bdf2
train_088880
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
tool_trace
advanced
Task: tool_trace 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Bash", "moe_experts": [ "security", "evaluation" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
c34e41572d2fcd06ae5dc897124df9c98b72e655
train_088881
2026-01-01T00:00:00
Code-specialized model families and scaling laws
patch_diff
expert
Task: patch_diff Topic: Code-specialized model families and scaling laws 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "TypeScript", "moe_experts": [ "coding", "evaluation" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
96cb4b6bb043447bcb092359cebcf091feeba148
train_088882
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: 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "JavaScript", "moe_experts": [ "security", "data" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
ab3434b2981e0de2ca7ebe1cc1518cfd485898c0
train_088883
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
design
advanced
Task: design Topic: Tool calling protocols and sandboxed execution 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": [ "coding", "evaluation" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
cdaed515267c02a263df7f0ecf4000c588f2fa4c
train_088884
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
design
expert
Task: design Topic: SWE-bench real-repo evaluation and leakage control Difficulty: expert Language: Rust Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Rust", "moe_experts": [ "security", "agent" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
2394a1698968079996a9a12b7df59e06c33245fe
train_088885
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: 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", "data" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
6c94fa32f675484767652ac11335baf5aac3a22b
train_088886
2026-01-01T00:00:00
Extended context, memory, and repo graphs
patch_diff
expert
Task: patch_diff Topic: Extended context, memory, and repo graphs 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Python", "moe_experts": [ "research", "performance" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
791971c1fec150cf757ec4bcbaed24e73ac0f56e
train_088887
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
compare
expert
Task: compare Topic: Secure code generation, red-teaming, and policy gates Difficulty: expert Language: 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": [ "security", "performance" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
b04f0e2ce54ddeae387648b144d4491a4b3e1f9d
train_088888
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: 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Rust", "moe_experts": [ "agent", "security" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
d9019e54144d513edf30a3668c969d8a0742d20e
train_088889
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
data_pipeline
expert
Task: data_pipeline Topic: Reasoning-first coding models and tunable deliberation 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", "data" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
435f5d2993f4c31e360c19155e82d4d072a3eb11
train_088890
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
explain
advanced
Task: explain Topic: Tool calling protocols and sandboxed execution 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": [ "research", "security" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
aaf2bb1bd6678773333f842ebfd34d851a3ad47e
train_088891
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: 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": [ "security", "governance" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
12f8b00516f2d2617bcb0d479b2be0780e1b4b62
train_088892
2026-01-01T00:00:00
Latency, cost, throughput optimization
review
expert
Task: review Topic: Latency, cost, throughput optimization Difficulty: expert Language: TypeScript Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "performance", "evaluation" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
6a6768efddab9baf3210553e8a5a6c6679803d35
train_088893
2026-01-01T00:00:00
Latency, cost, throughput optimization
review
expert
Task: review Topic: Latency, cost, throughput optimization Difficulty: expert Language: Java Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Java", "moe_experts": [ "evaluation", "security" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
b35a2dcc23055919149a00002f8e7995f8fdce92
train_088894
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: Python Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Python", "moe_experts": [ "research", "agent" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
903618e154625e050c6f30830cac62205f5ddbcd
train_088895
2026-01-01T00:00:00
Self-grading and automated model critique
agent_loop
advanced
Task: agent_loop Topic: Self-grading and automated model critique Difficulty: advanced Language: 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": [ "coding", "security" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
455338db54e3a9bf0d33fe5f85712cc769666e01
train_088896
2026-01-01T00:00:00
Failure engineering and resilience testing
agent_loop
expert
Task: agent_loop 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", "data" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
b2435a28007abe80d5b4d7731a8455d4ee4a40d4
train_088897
2026-01-01T00:00:00
Governance, provenance, and audit logging
failure_analysis
advanced
Task: failure_analysis Topic: Governance, provenance, and audit logging Difficulty: advanced Language: 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Python", "moe_experts": [ "data", "agent" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
83c9200aaebdedf9e1c54639a748740741b0fb5e
train_088898
2026-01-01T00:00:00
Latency, cost, throughput optimization
patch_diff
advanced
Task: patch_diff Topic: Latency, cost, throughput optimization 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "SQL", "moe_experts": [ "coding", "research" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
fd5a9adef1acf599d4ab9f58a85250b2d3716132
train_088899
2026-01-01T00:00:00
Failure engineering and resilience testing
design
advanced
Task: design 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": [ "evaluation", "research" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
b94d98d1722d18c5f302b6435ddf023d961b3b58