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_007900
2026-01-01T00:00:00
Failure engineering and resilience testing
tool_trace
advanced
Task: tool_trace Topic: Failure engineering and resilience testing Difficulty: advanced Language: Java Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Java", "moe_experts": [ "performance", "agent" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
08d9650a43b25b8629b2cc7dc459bec5123d66f0
train_007901
2026-01-01T00:00:00
Self-grading and automated model critique
explain
expert
Task: explain Topic: Self-grading and automated model critique Difficulty: expert Language: 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", "research" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
33b2fcef729ab07bf7bbe531dd24c49b72af0ab2
train_007902
2026-01-01T00:00:00
Self-grading and automated model critique
patch_diff
advanced
Task: patch_diff Topic: Self-grading and automated model critique 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "JavaScript", "moe_experts": [ "coding", "governance" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
1ad380fe28c0660f665b7e39063346a391fca07c
train_007903
2026-01-01T00:00:00
Latency, cost, throughput optimization
review
advanced
Task: review 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "governance", "evaluation" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
a75dcd5e593d028e53685ac02895073573de5bf4
train_007904
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: 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": [ "research", "evaluation" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
730a9a055557999f12d38621d506dd69dc95f7c8
train_007905
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
tool_trace
expert
Task: tool_trace Topic: Tool calling protocols and sandboxed execution Difficulty: expert Language: 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": [ "performance", "data" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
302c2b6340e75e54a4a7bc092ad825cf80302c43
train_007906
2026-01-01T00:00:00
Multi-agent coordination and role separation
design
advanced
Task: design Topic: Multi-agent coordination and role separation Difficulty: advanced Language: C# Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "performance", "security" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
4dc55a38192f72f2584ca14d6cf72329381178d5
train_007907
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
data_pipeline
advanced
Task: data_pipeline Topic: Reasoning-first coding models and tunable deliberation Difficulty: advanced Language: Bash Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Bash", "moe_experts": [ "research", "agent" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
876689a9eda3f2cc613a5760f069d35307ca2207
train_007908
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: 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": [ "evaluation", "agent" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
609ac42ae6ed03508e82da9bbe417359e57383c5
train_007909
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
review
advanced
Task: review Topic: Tool calling protocols and sandboxed execution 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "security", "governance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
fcb5f489e544ddb841825419509960da8cf327ce
train_007910
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
data_pipeline
advanced
Task: data_pipeline Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: advanced Language: Python Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "agent", "governance" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
17f6f2235e8ca97ecd55aac6321075fef4117954
train_007911
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: TypeScript Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "data", "research" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
907d87525b3ad75c285b369869134faa3633cac7
train_007912
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: 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", "research" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
76c4a499175b29c9a08d237033bfac7484bee6ad
train_007913
2026-01-01T00:00:00
Model merging, distillation, and continual learning
compare
advanced
Task: compare Topic: Model merging, distillation, and continual learning Difficulty: advanced Language: 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": [ "data", "coding" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
8ddf194f1d33ae7a3ecb339434db86056954e11f
train_007914
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: SQL Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "data", "coding" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
d38abc67c45637753618d39f7c7462020a59083f
train_007915
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
data_pipeline
expert
Task: data_pipeline Topic: Secure code generation, red-teaming, and policy gates 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", "agent" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
b1be0c5f917f6042cd8551aa310238634f3f665d
train_007916
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
design
expert
Task: design Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: expert Language: 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": [ "coding", "research" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
43fed9166b8ffabfceb049547c7b0687da114fae
train_007917
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: 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": [ "coding", "performance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
7e722a5492e54bab000f0951ec8a527fd8fe14a5
train_007918
2026-01-01T00:00:00
Multi-agent coordination and role separation
eval
expert
Task: eval Topic: Multi-agent coordination and role separation Difficulty: expert Language: 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": [ "agent", "research" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
5ed50501dc4eccb1180dd999b2804d8227d0bfa2
train_007919
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
eval
expert
Task: eval Topic: Reasoning-first coding models and tunable deliberation Difficulty: expert Language: Java Context: 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": "Java", "moe_experts": [ "agent", "governance" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
3a2c6268ff44f260ea36ed9ce8057849dda48f6d
train_007920
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: 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": [ "research", "agent" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
74bfb5c1b69ecac24cb5c916f03bdfca01dcfc4a
train_007921
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: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "performance", "research" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
635f593a73b68fedb04ce7c90d8e7e1070829986
train_007922
2026-01-01T00:00:00
Model merging, distillation, and continual learning
patch_diff
expert
Task: patch_diff Topic: Model merging, distillation, and continual learning Difficulty: expert Language: 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": [ "agent", "performance" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
4045a6741aa3454df5e515982f15fe9185b9819d
train_007923
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
compare
expert
Task: compare Topic: Reasoning-first coding models and tunable deliberation Difficulty: expert Language: 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": 100, "audit_required": true }
3c06c48f69852f320906c5cd2155cdc09d98ae9d
train_007924
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
self_grade
expert
Task: self_grade Topic: Secure code generation, red-teaming, and policy gates Difficulty: expert Language: Bash Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 9, "confidence": 0.9, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Bash", "moe_experts": [ "research", "agent" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
43de94c13607ffb836bbddecad57433d92b5c4dd
train_007925
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: Java Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Java", "moe_experts": [ "security", "agent" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
dfaab52e21e66783106b486b099e432eb9142b1b
train_007926
2026-01-01T00:00:00
Governance, provenance, and audit logging
compare
expert
Task: compare Topic: Governance, provenance, and audit logging Difficulty: expert Language: Go Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "evaluation", "coding" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
ec81801d3788231b582e443f9819e71d37eee738
train_007927
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
code
advanced
Task: code Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: advanced Language: Go Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "evaluation", "governance" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
4daf6ae0e0be5fc793e37654f8236b859e28219c
train_007928
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: 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": [ "agent", "governance" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
444c87e3f0fe13a5a3d34266be8d7f4dc8c738a4
train_007929
2026-01-01T00:00:00
Code-specialized model families and scaling laws
review
expert
Task: review Topic: Code-specialized model families and scaling laws 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": [ "coding", "performance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
8b4fd388805de165f836dda0ec07147f07a268ad
train_007930
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: 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", "governance" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
c9314f9fafb5b2c0c2fc440534904fc273000f06
train_007931
2026-01-01T00:00:00
Governance, provenance, and audit logging
code
expert
Task: code Topic: Governance, provenance, and audit logging Difficulty: expert Language: Go Context: 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": [ "agent", "coding" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
27a7de87a08122a1f4af1c5fce8953b2f7d764d1
train_007932
2026-01-01T00:00:00
Model merging, distillation, and continual learning
self_grade
expert
Task: self_grade Topic: Model merging, distillation, and continual learning Difficulty: expert Language: Java Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 7, "confidence": 0.7, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Java", "moe_experts": [ "security", "data" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
40868d3cf7027d1840432bd6be600ec2593f1989
train_007933
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: 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": [ "agent", "performance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
0a01fe452357eb3f4e6925f28c829231b4b37f33
train_007934
2026-01-01T00:00:00
Code-specialized model families and scaling laws
failure_analysis
expert
Task: failure_analysis Topic: Code-specialized model families and scaling laws Difficulty: expert Language: C# Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "C#", "moe_experts": [ "agent", "performance" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
1b82e2a094ba745e06d9aeb753dcf824e923d59c
train_007935
2026-01-01T00:00:00
Failure engineering and resilience testing
explain
expert
Task: explain Topic: Failure engineering and resilience testing Difficulty: expert Language: C# Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "coding", "evaluation" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
eae8875621837df62953057dfddf9dfeaa05216a
train_007936
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
design
expert
Task: design Topic: Agentic coding systems (plan→edit→test→reflect) Difficulty: expert Language: SQL Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "evaluation", "coding" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
7e3d674c078a4f3fa076c5dc06335348a7c81b44
train_007937
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
data_pipeline
expert
Task: data_pipeline Topic: Mixture-of-Experts (MoE) routing and sparsity 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": 100, "audit_required": true }
4bb915d86164fdea7c6fc906622c8e227df94be1
train_007938
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: 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": [ "governance", "security" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
b02e54b39fa8a7e4046b3d4ef435ef6f6ca02187
train_007939
2026-01-01T00:00:00
Governance, provenance, and audit logging
explain
expert
Task: explain Topic: Governance, provenance, and audit logging Difficulty: expert Language: TypeScript Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "governance", "coding" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
e59680cf1f12e89264047abdcb79bc7de45d050d
train_007940
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": [ "performance", "agent" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
eb3b48476ee518be3a79a55a1c1770e3d99deea1
train_007941
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: 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", "research" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
98b388590f501fd01f9b9ddabcb54e3688239f50
train_007942
2026-01-01T00:00:00
Latency, cost, throughput optimization
explain
expert
Task: explain Topic: Latency, cost, throughput optimization 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": [ "agent", "data" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
5692879653ca480a7e70c1eb3ce6ce4437899d11
train_007943
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
self_grade
expert
Task: self_grade Topic: SWE-bench real-repo evaluation and leakage control Difficulty: expert Language: Rust Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 6, "confidence": 0.6, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Rust", "moe_experts": [ "evaluation", "security" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
80f8d206109e9b89cc458e69ce7f5f26448a7b0c
train_007944
2026-01-01T00:00:00
Failure engineering and resilience testing
data_pipeline
advanced
Task: data_pipeline Topic: Failure engineering and resilience testing Difficulty: advanced Language: 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": [ "performance", "research" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
bdd3cc959661d05e46029b6494692935af5765a2
train_007945
2026-01-01T00:00:00
Governance, provenance, and audit logging
compare
expert
Task: compare Topic: Governance, provenance, and audit logging 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": [ "performance", "data" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
fea93faa173cf95a2713fcd3281d4a5fbd1c68db
train_007946
2026-01-01T00:00:00
Failure engineering and resilience testing
code
advanced
Task: code Topic: Failure engineering and resilience testing Difficulty: advanced Language: Java Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Java", "moe_experts": [ "performance", "data" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
0cc68e77940b0d3f9bc341cc77bfb10a1ceb04ef
train_007947
2026-01-01T00:00:00
Multi-agent coordination and role separation
review
advanced
Task: review Topic: Multi-agent coordination and role separation 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": [ "agent", "research" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
b9a99ae8fa9a70491ad3238d0fe17ae78f4c82aa
train_007948
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
agent_loop
advanced
Task: agent_loop 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": [ "security", "governance" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
f015233311b0743aad7e6525ba28293112fd469f
train_007949
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: 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Go", "moe_experts": [ "research", "security" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
844f0f5c0183b301ad0dd8ab3f9aca5e4c165c44
train_007950
2026-01-01T00:00:00
Governance, provenance, and audit logging
review
expert
Task: review Topic: Governance, provenance, and audit logging 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", "agent" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
cf53a6e5195b395b5909cea90e203a0ed153e520
train_007951
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
eval
expert
Task: eval Topic: Reasoning-first coding models and tunable deliberation Difficulty: expert Language: Java Context: 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": [ "governance", "agent" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
3f41ce15e096bb712b8ca9e0fbc66ff619b5e27f
train_007952
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
agent_loop
advanced
Task: agent_loop Topic: Reasoning-first coding models and tunable deliberation Difficulty: advanced Language: 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": [ "governance", "agent" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
90daafdc1bca93b5184fd6ac210abcf3cb91aad5
train_007953
2026-01-01T00:00:00
Self-grading and automated model critique
failure_analysis
expert
Task: failure_analysis Topic: Self-grading and automated model critique 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": [ "security", "research" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
c22ab1ccbc4699b8905287c3fcfd4d2776db7ce1
train_007954
2026-01-01T00:00:00
Self-grading and automated model critique
tool_trace
expert
Task: tool_trace Topic: Self-grading and automated model critique Difficulty: expert Language: Bash Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Bash", "moe_experts": [ "research", "coding" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
e7d6a3e70f195ac9fd6e60be2f75aa0dadcb8cb1
train_007955
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
explain
expert
Task: explain Topic: Tool calling protocols and sandboxed execution 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", "governance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
96b8f42190c8ffa258a6f810c2b774584eeca544
train_007956
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: JavaScript Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "security", "coding" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
924aa5d71ec34035da3bd59eebfd1b6f05ce3b7c
train_007957
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: 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": [ "coding", "research" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
093f621efd7d3b75d573db5d6857a9cdd4bd2f0c
train_007958
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
design
expert
Task: design Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: expert Language: 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": [ "coding", "security" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
2ff32d024b56f683d08f53c63a3bd81f775294d7
train_007959
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: 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", "research" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
f3a5e966661b18bce6b8d0b0b36b1de2b2113904
train_007960
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: 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": [ "research", "data" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
cef7cb7fb3228717f9b1e1c4848e6d7e7a0f544b
train_007961
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
self_grade
advanced
Task: self_grade Topic: Mixture-of-Experts (MoE) routing and sparsity 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. { "score": 9, "confidence": 0.9, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "SQL", "moe_experts": [ "evaluation", "research" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
b765cd6afb62606fe18fcd442ff4a5c0e76deff7
train_007962
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
compare
expert
Task: compare Topic: Agentic coding systems (plan→edit→test→reflect) Difficulty: expert Language: Go Context: 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": [ "data", "agent" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
8d9942d1a824c49f5be6dcad8d8406f833bb699d
train_007963
2026-01-01T00:00:00
Code-specialized model families and scaling laws
data_pipeline
advanced
Task: data_pipeline Topic: Code-specialized model families and scaling laws 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": 5, "latency_ms_target": 200, "audit_required": true }
32dfac31fed7b1d63a1c0a52ba6df465e10d74db
train_007964
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
explain
advanced
Task: explain Topic: Dataset curation pipelines and quality attribution Difficulty: advanced Language: TypeScript Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "research", "agent" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
109bb682c2369f58de7209e43f1acb9ce2202fff
train_007965
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: 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", "coding" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
93e87cd216e5005cc3d4a0f6e82bd821a6217338
train_007966
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
data_pipeline
expert
Task: data_pipeline Topic: Dataset curation pipelines and quality attribution Difficulty: expert Language: 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": [ "research", "evaluation" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
81dbbe0239708343e63a50d41ae9de582d932876
train_007967
2026-01-01T00:00:00
Extended context, memory, and repo graphs
explain
advanced
Task: explain Topic: Extended context, memory, and repo graphs 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", "governance" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
26af262c46fe82c80a7e85a125d68726d3cdd427
train_007968
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": [ "research", "data" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
e697a778d8612f70d8b6bbdf6a56704dc03db0ad
train_007969
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: 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "C#", "moe_experts": [ "performance", "evaluation" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
8e81740380b06fc4a8db5b76c97cff2c13205e55
train_007970
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
patch_diff
advanced
Task: patch_diff Topic: SWE-bench real-repo evaluation and leakage control Difficulty: advanced Language: Python Context: 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": "Python", "moe_experts": [ "data", "performance" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
9a2536f097203421465dd0acbaf4e971c58e6979
train_007971
2026-01-01T00:00:00
Self-grading and automated model critique
patch_diff
advanced
Task: patch_diff Topic: Self-grading and automated model critique 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. 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": 200, "audit_required": true }
e38ddaa8a8cadeb54668087a9aea9b84c1b8b0b4
train_007972
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: 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. { "score": 10, "confidence": 1.0, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Python", "moe_experts": [ "evaluation", "agent" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
0cf62624b28a0dd7cac7256e823f3f16ab52bd7d
train_007973
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: 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": "Go", "moe_experts": [ "performance", "research" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
8568ffa69749b6adaa2490970d233c80566eb883
train_007974
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: 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", "governance" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
c8339fc98bce41c75e99a68d65d54b8898a01823
train_007975
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
failure_analysis
advanced
Task: failure_analysis Topic: Reasoning-first coding models and tunable deliberation 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "SQL", "moe_experts": [ "agent", "evaluation" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
7c28ef19586b06cc232441f37a34bfad4bb651d0
train_007976
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
failure_analysis
advanced
Task: failure_analysis Topic: Reasoning-first coding models and tunable deliberation Difficulty: advanced Language: SQL Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "SQL", "moe_experts": [ "agent", "security" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
fe56adc6b1bcfe520a10d99e85f9e373bff3362d
train_007977
2026-01-01T00:00:00
Self-grading and automated model critique
patch_diff
advanced
Task: patch_diff Topic: Self-grading and automated model critique 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "SQL", "moe_experts": [ "agent", "security" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
02561af755791af61118326abc59ef9c13e56643
train_007978
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: 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": [ "security", "research" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
0a4e952b999c47044b1c91e50e53e9af5066a939
train_007979
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: 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": [ "coding", "data" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
3242fad85b760a4b43d590a60e6ba199ed9be745
train_007980
2026-01-01T00:00:00
Latency, cost, throughput optimization
design
expert
Task: design Topic: Latency, cost, throughput optimization 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": [ "performance", "governance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
a5de435469925a2a2a5d0553c8eb84b6cf7168db
train_007981
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: 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": [ "coding", "research" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
78d8ef7bedee93e9f570ef80312d46bad7c8c636
train_007982
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: 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": "Go", "moe_experts": [ "research", "data" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
4eedab26468a00ea7ded21b3514fad8173334067
train_007983
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: TypeScript Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "agent", "performance" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
52ca68481091fc42a757e0e17d1e07616cc099f1
train_007984
2026-01-01T00:00:00
Self-grading and automated model critique
data_pipeline
advanced
Task: data_pipeline Topic: Self-grading and automated model critique Difficulty: advanced Language: 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": [ "governance", "evaluation" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
84adbc9698733f8e64606f341f13cab7b62aa631
train_007985
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
code
advanced
Task: code Topic: Tool calling protocols and sandboxed execution Difficulty: advanced Language: Python Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Code: ```python def agent_loop(plan, edit, test, issue, budget=4): cost = 0 for _ in range(budget): p = plan(issue) patch = edi...
{ "language": "Python", "moe_experts": [ "data", "coding" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
3928e43ed5968d2ee9b47bd55d972501da213549
train_007986
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
code
expert
Task: code Topic: Mixture-of-Experts (MoE) routing and sparsity 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": [ "security", "agent" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
58787be06985ee26ed65f13e1f9303e03f5a5c34
train_007987
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
eval
advanced
Task: eval Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: advanced Language: Rust Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Rust", "moe_experts": [ "agent", "performance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
831a5a3e46cdfd5a44a7615ff3bb26e4a2c9d9b4
train_007988
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
patch_diff
advanced
Task: patch_diff Topic: Reasoning-first coding models and tunable deliberation Difficulty: advanced Language: SQL Context: 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": [ "research", "performance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
82b38ac1caa3e78d2b4b22fbf09298e94550973c
train_007989
2026-01-01T00:00:00
Failure engineering and resilience testing
code
advanced
Task: code Topic: Failure engineering and resilience testing Difficulty: advanced Language: Go Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "research", "evaluation" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
3d584ce2792c8ef57689d87fa8d2e075592dc11e
train_007990
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": [ "performance", "security" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
f88dd0286ac80a7d9b2cdacf2596eccf64950339
train_007991
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: 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": [ "performance", "research" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
9763dc3fb16be7c4183c2b89cfe42c0073ef8043
train_007992
2026-01-01T00:00:00
Governance, provenance, and audit logging
patch_diff
expert
Task: patch_diff Topic: Governance, provenance, and audit logging 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Python", "moe_experts": [ "agent", "security" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
b51e19e2cfd087f48caf6644fa410f47c92410c2
train_007993
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
data_pipeline
expert
Task: data_pipeline Topic: Secure code generation, red-teaming, and policy gates 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": [ "performance", "security" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
edd44bf9b144f85cc16e19fe8f5eaa62e022f10d
train_007994
2026-01-01T00:00:00
Latency, cost, throughput optimization
review
expert
Task: review Topic: Latency, cost, throughput optimization 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", "governance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
df426a9905920dbf9c3b265b80a240bc9d35859b
train_007995
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: 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", "governance" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
3b8735f2a33347a324956873bc68ed71787ba0c5
train_007996
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
self_grade
expert
Task: self_grade Topic: Secure code generation, red-teaming, and policy gates Difficulty: expert Language: 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": 7, "confidence": 0.7, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "SQL", "moe_experts": [ "research", "agent" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
1beb7a84cfe7ab1564ffbd0609b24bb603ed0be3
train_007997
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: Rust Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" ...
{ "language": "Rust", "moe_experts": [ "coding", "evaluation" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
73e6657c630cf2ef65e46d6950ea096ae211bb79
train_007998
2026-01-01T00:00:00
Governance, provenance, and audit logging
explain
expert
Task: explain Topic: Governance, provenance, and audit logging 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": [ "security", "research" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
3bb3a2316527668e0984c0f9e4aa6dca750040aa
train_007999
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
self_grade
advanced
Task: self_grade Topic: Reasoning-first coding models and tunable deliberation Difficulty: advanced Language: 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. { "score": 9, "confidence": 0.9, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Java", "moe_experts": [ "performance", "agent" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
afa209503c83c57093f33e3a55136d5ae74b5b6b