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_001900
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
review
expert
Task: review Topic: Agentic coding systems (plan→edit→test→reflect) 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": [ "research", "governance" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
6cdd0f82ffa11fa9cbc68ad13bea59505edb5f1b
train_001901
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: 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Java", "moe_experts": [ "coding", "evaluation" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
a9a3d85a39f5ade41a66d7b082d1d29f7c3ff94a
train_001902
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
data_pipeline
advanced
Task: data_pipeline Topic: Tool calling protocols and sandboxed execution 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": [ "research", "coding" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
670482ad4257ee4b3867e2900363359d08cdd025
train_001903
2026-01-01T00:00:00
Self-grading and automated model critique
self_grade
advanced
Task: self_grade Topic: Self-grading and automated model critique 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. { "score": 8, "confidence": 0.8, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Go", "moe_experts": [ "research", "governance" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
2b53680fab276c5ebd78a662fddd6ae2889326d3
train_001904
2026-01-01T00:00:00
Extended context, memory, and repo graphs
code
expert
Task: code Topic: Extended context, memory, and repo graphs 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": [ "coding", "security" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
5ab6c4e0f02561d9e6be45c3b202ea9e6f8021d4
train_001905
2026-01-01T00:00:00
Model merging, distillation, and continual learning
data_pipeline
advanced
Task: data_pipeline Topic: Model merging, distillation, and continual learning Difficulty: advanced Language: 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": 100, "audit_required": true }
c7f143e83515ef519d4504d52c852dc633c1991d
train_001906
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": 6, "confidence": 0.6, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Bash", "moe_experts": [ "research", "performance" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
d3487ee141f64ed04fc2148f60ae099995f6f9fe
train_001907
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
self_grade
advanced
Task: self_grade Topic: Dataset curation pipelines and quality attribution Difficulty: advanced Language: 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": 8, "confidence": 0.8, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "C#", "moe_experts": [ "coding", "performance" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
6f9532406d9791b855bd443040fc4a21b261d39f
train_001908
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: Java Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Java", "moe_experts": [ "evaluation", "coding" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
6754ec6938c389a359ae053078b69bd64a9aa791
train_001909
2026-01-01T00:00:00
Multi-agent coordination and role separation
patch_diff
advanced
Task: patch_diff Topic: Multi-agent coordination and role separation Difficulty: advanced Language: 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Go", "moe_experts": [ "security", "research" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
72715c06cdb4b1f0eb37da167bd3e2f1d400e578
train_001910
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: SQL Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "agent", "performance" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
80bf3a9a0d4e734c18ac31f57d1a52f552637077
train_001911
2026-01-01T00:00:00
Latency, cost, throughput optimization
code
advanced
Task: code Topic: Latency, cost, throughput optimization Difficulty: advanced Language: JavaScript Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "evaluation", "performance" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
83bd438b7cfa8667c9ef1f8762dfaf58cf0ae3cd
train_001912
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
self_grade
advanced
Task: self_grade Topic: Dataset curation pipelines and quality attribution Difficulty: advanced Language: 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. { "score": 8, "confidence": 0.8, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Rust", "moe_experts": [ "coding", "security" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
62a3f002f32c91eecc3967aa959133db9b414f45
train_001913
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
patch_diff
advanced
Task: patch_diff 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Python", "moe_experts": [ "evaluation", "data" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
24f20415325ca18c2901a592b51250df02e13e37
train_001914
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
agent_loop
advanced
Task: agent_loop Topic: Secure code generation, red-teaming, and policy gates 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": [ "evaluation", "governance" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
dadbf0559db185149b1478ef334d5999dea2cba7
train_001915
2026-01-01T00:00:00
Governance, provenance, and audit logging
data_pipeline
expert
Task: data_pipeline Topic: Governance, provenance, and audit logging Difficulty: expert Language: 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": [ "security", "coding" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
0ced0b59a01e204ba1063482060b29b7eb06d257
train_001916
2026-01-01T00:00:00
Extended context, memory, and repo graphs
review
advanced
Task: review 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": [ "evaluation", "performance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
415c45580a50729e670118925be44d1cb7336c5d
train_001917
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
explain
expert
Task: explain 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Java", "moe_experts": [ "governance", "evaluation" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
ebd52108d9c125520621859e7427dc73783c8d2d
train_001918
2026-01-01T00:00:00
Latency, cost, throughput optimization
agent_loop
advanced
Task: agent_loop Topic: Latency, cost, throughput optimization 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": [ "research", "performance" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
dad9765a84dea011fe271d99af64c6b8535a47a9
train_001919
2026-01-01T00:00:00
Self-grading and automated model critique
design
advanced
Task: design Topic: Self-grading and automated model critique Difficulty: advanced Language: 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", "research" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
3fda00a5158fcf815ee9fe245ab178c1ff0acebb
train_001920
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
design
expert
Task: design Topic: Tool calling protocols and sandboxed execution Difficulty: expert Language: 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", "performance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
a5637f7007eea223d5ee33ac2bfb46757ce0e691
train_001921
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
review
advanced
Task: review Topic: Secure code generation, red-teaming, and policy gates Difficulty: advanced Language: 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": [ "security", "performance" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
76a22057ca9296c5a7ff1579e55752ad945becdb
train_001922
2026-01-01T00:00:00
Latency, cost, throughput optimization
self_grade
advanced
Task: self_grade 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. { "score": 9, "confidence": 0.9, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "SQL", "moe_experts": [ "governance", "security" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
95f817595aee52dbe3d49bbfff6566ca27c03a7f
train_001923
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
explain
advanced
Task: explain Topic: Agentic coding systems (plan→edit→test→reflect) Difficulty: advanced Language: Bash Context: 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": [ "evaluation", "security" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
48c359c40d85b2f6c92ad9216097593abd2f16b3
train_001924
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
patch_diff
expert
Task: patch_diff Topic: Tool calling protocols and sandboxed execution Difficulty: expert Language: Bash Context: 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": [ "agent", "evaluation" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
2ba3baa114f1788261f950dca4c271ab47d37a12
train_001925
2026-01-01T00:00:00
Failure engineering and resilience testing
code
advanced
Task: code Topic: Failure engineering and resilience testing Difficulty: advanced Language: TypeScript Context: 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": [ "evaluation", "data" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
9d6d6415d4daa4df16f5d77c6ceff735ab9302ca
train_001926
2026-01-01T00:00:00
Self-grading and automated model critique
compare
expert
Task: compare Topic: Self-grading and automated model critique Difficulty: expert Language: Python Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "security", "evaluation" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
ef6c0df6bf76c24f4de879f28e258847d860ebf2
train_001927
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: 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": [ "security", "governance" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
3cc058dc50271eb2fa8786ebbe9ce20f0118883e
train_001928
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: 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": [ "agent", "security" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
e314cb0002660b0c79891ed7f5e2e93127ed8e07
train_001929
2026-01-01T00:00:00
Governance, provenance, and audit logging
failure_analysis
expert
Task: failure_analysis Topic: Governance, provenance, and audit logging Difficulty: expert Language: 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "SQL", "moe_experts": [ "performance", "evaluation" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
2529313be57e05b89f818d015b191a38a32a517d
train_001930
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
patch_diff
advanced
Task: patch_diff 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "JavaScript", "moe_experts": [ "performance", "research" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
11c392396a4453ec60901a32f031279f6c6088f6
train_001931
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: 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": [ "governance", "coding" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
3b86152527e153e1bd92cad0c2e516043f8aa02b
train_001932
2026-01-01T00:00:00
Self-grading and automated model critique
code
advanced
Task: code Topic: Self-grading and automated model critique Difficulty: advanced Language: 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": [ "agent", "security" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
31dd8c0cca63adca11cee8f868fba9ace9824340
train_001933
2026-01-01T00:00:00
Governance, provenance, and audit logging
explain
expert
Task: explain Topic: Governance, provenance, and audit logging Difficulty: expert Language: C# Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "agent", "research" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
f2538e47683711ca313a35ca9202848a09454b61
train_001934
2026-01-01T00:00:00
Governance, provenance, and audit logging
agent_loop
advanced
Task: agent_loop Topic: Governance, provenance, and audit logging Difficulty: advanced Language: 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": [ "performance", "agent" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
2e8af457e21795388f333636864ad2c08b095ea7
train_001935
2026-01-01T00:00:00
Governance, provenance, and audit logging
compare
expert
Task: compare Topic: Governance, provenance, and audit logging 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Java", "moe_experts": [ "agent", "research" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
ac6d2df5a8999810028b69133d6425da68a9cdaa
train_001936
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: JavaScript Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "security", "agent" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
1c17cd76eaed78ecf2c6a27e0de307e1827d85d3
train_001937
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
tool_trace
expert
Task: tool_trace Topic: Tool calling protocols and sandboxed execution Difficulty: expert Language: Python Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "Python", "moe_experts": [ "performance", "coding" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
fe177e8f1b523044b6874e1d5c70039d29c6e891
train_001938
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
explain
expert
Task: explain Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: expert Language: Bash Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Bash", "moe_experts": [ "data", "security" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
753361d0fa1266758df57c3dc152b82236ffa081
train_001939
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: 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "TypeScript", "moe_experts": [ "security", "data" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
b4312190f435ea9caf2fd4ed4c42c4c87e0a31a6
train_001940
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
compare
advanced
Task: compare Topic: Tool calling protocols and sandboxed execution Difficulty: advanced Language: Bash Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Bash", "moe_experts": [ "governance", "coding" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
373d73e93b56f879c986ac69999dc3e6b39b8f7d
train_001941
2026-01-01T00:00:00
Failure engineering and resilience testing
failure_analysis
expert
Task: failure_analysis Topic: Failure engineering and resilience testing Difficulty: expert Language: JavaScript Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "JavaScript", "moe_experts": [ "evaluation", "coding" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
b525f1fa15e4d07b86e2278b0539b34549e069d5
train_001942
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: Java Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Java", "moe_experts": [ "research", "governance" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
ff6bf48bb8c6a63444d0005e1823ccc599aff13e
train_001943
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", "research" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
0b89b51f7ca64b0698846c65e0c7fa6d268b075e
train_001944
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: Python Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "research", "agent" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
d3ddc468b749deb8823bca4d756d483ba5d0c74b
train_001945
2026-01-01T00:00:00
Extended context, memory, and repo graphs
tool_trace
expert
Task: tool_trace Topic: Extended context, memory, and repo graphs Difficulty: expert Language: Bash Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "Bash", "moe_experts": [ "security", "data" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
8fc7894bd124b5e5dc36563a1f97f33904dc4896
train_001946
2026-01-01T00:00:00
Extended context, memory, and repo graphs
agent_loop
advanced
Task: agent_loop Topic: Extended context, memory, and repo graphs Difficulty: advanced Language: 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": [ "coding", "governance" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
680ba1b60a2bc8a764056273849b0e7f94c40db2
train_001947
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
failure_analysis
expert
Task: failure_analysis Topic: Agentic coding systems (plan→edit→test→reflect) Difficulty: expert Language: 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": [ "governance", "coding" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
c26a8aabff43de3866eee9d3e3936fa1c4783681
train_001948
2026-01-01T00:00:00
Failure engineering and resilience testing
review
advanced
Task: review Topic: Failure engineering and resilience testing Difficulty: advanced Language: Go Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "evaluation", "coding" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
da6371b5c5440d96a5a2c88d454f406685902d94
train_001949
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
failure_analysis
advanced
Task: failure_analysis Topic: Agentic coding systems (plan→edit→test→reflect) 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": [ "performance", "research" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
a408ff9bed6ba566a1309924e42f2b362f6bde39
train_001950
2026-01-01T00:00:00
Governance, provenance, and audit logging
data_pipeline
expert
Task: data_pipeline Topic: Governance, provenance, and audit logging Difficulty: expert Language: 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": [ "research", "coding" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
662780786966621dbf773f2d851b04f09303ee3c
train_001951
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: 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": [ "coding", "evaluation" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
a0dbe8b5f15b312314e873237f78c87edf095648
train_001952
2026-01-01T00:00:00
Governance, provenance, and audit logging
review
expert
Task: review Topic: Governance, provenance, and audit logging Difficulty: expert Language: Bash Context: 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": [ "performance", "coding" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
96801fd64cdf90b9beca79cdd96085dbb7233ca1
train_001953
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
failure_analysis
advanced
Task: failure_analysis Topic: Secure code generation, red-teaming, and policy gates Difficulty: advanced Language: Go Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Go", "moe_experts": [ "coding", "security" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
159b3d66bf0c0ec518f79743ccb58c8af4c10a91
train_001954
2026-01-01T00:00:00
Extended context, memory, and repo graphs
agent_loop
expert
Task: agent_loop Topic: Extended context, memory, and repo graphs 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": [ "agent", "coding" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
2ad6dbfd7dc423b907f65ae0e99243116e68b563
train_001955
2026-01-01T00:00:00
Governance, provenance, and audit logging
explain
advanced
Task: explain Topic: Governance, provenance, and audit logging Difficulty: advanced Language: C# Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "security", "governance" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
031a6723be1c84073a2f3aed88e00a8e9d6505c5
train_001956
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
self_grade
expert
Task: self_grade 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. { "score": 9, "confidence": 0.9, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Java", "moe_experts": [ "agent", "security" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
0aab4f737888664f367719a5dfea273a9031e61d
train_001957
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: 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": [ "data", "agent" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
9b681f0a2f1a2fe37616c5f1db54f41db378a12d
train_001958
2026-01-01T00:00:00
Code-specialized model families and scaling laws
compare
advanced
Task: compare Topic: Code-specialized model families and scaling laws 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", "coding" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
0795eedce0ca24105dc28bb0a5659ae949aecf45
train_001959
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
agent_loop
expert
Task: agent_loop Topic: Agentic coding systems (plan→edit→test→reflect) Difficulty: expert Language: Java Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Java", "moe_experts": [ "governance", "performance" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
2ad406382a090ae31a6591f49240b0ea2616f604
train_001960
2026-01-01T00:00:00
Multi-agent coordination and role separation
explain
expert
Task: explain Topic: Multi-agent coordination and role separation 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": [ "performance", "coding" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
8e429f9584c33a8211a2d7a100dc352043fe12dd
train_001961
2026-01-01T00:00:00
Governance, provenance, and audit logging
review
expert
Task: review 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "governance", "data" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
5b816b046b3a4e7416a53826a049500cbcb45796
train_001962
2026-01-01T00:00:00
Model merging, distillation, and continual learning
failure_analysis
expert
Task: failure_analysis Topic: Model merging, distillation, and continual learning Difficulty: expert Language: Java Context: 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", "research" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
1f78697c18566e12753469554cb542e747a7e674
train_001963
2026-01-01T00:00:00
Governance, provenance, and audit logging
compare
expert
Task: compare Topic: Governance, provenance, and audit logging 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", "evaluation" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
abe69d78875dc7ef93934780c9eee7f175814094
train_001964
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: 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": [ "evaluation", "agent" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
41b6269636a0664fe56889acea58db49e5ea7fc2
train_001965
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
tool_trace
advanced
Task: tool_trace Topic: Mixture-of-Experts (MoE) routing and sparsity 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "Rust", "moe_experts": [ "research", "performance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
7b421417ab981a1ce128d874daf7b6ae1a7df840
train_001966
2026-01-01T00:00:00
Extended context, memory, and repo graphs
eval
expert
Task: eval Topic: Extended context, memory, and repo graphs Difficulty: expert Language: Python Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Python", "moe_experts": [ "coding", "evaluation" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
b42134a88b87bae7e85ce1c3a545a05f3d9385be
train_001967
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: SQL Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "agent", "governance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
9f51547a54c300e78f3576364e88cd5f297b22e5
train_001968
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: 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": [ "evaluation", "performance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
dd598adde0538a0bbfd43332c25f5362eab347b5
train_001969
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: Bash Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Bash", "moe_experts": [ "agent", "coding" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
feb889934b884a9df6c00d2aebafd283ac4f3b12
train_001970
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: 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": [ "agent", "data" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
21fa29a3e9846aeadd1146f53062713cbb053520
train_001971
2026-01-01T00:00:00
Latency, cost, throughput optimization
eval
advanced
Task: eval Topic: Latency, cost, throughput optimization Difficulty: advanced Language: Rust Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Rust", "moe_experts": [ "agent", "research" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
72bcb681f614f2f27998de4881972dedd96614a3
train_001972
2026-01-01T00:00:00
Governance, provenance, and audit logging
explain
expert
Task: explain Topic: Governance, provenance, and audit logging Difficulty: expert Language: SQL Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "agent", "data" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
20cb95ab1d12007115aa1ab7e681bf4c80fd19ac
train_001973
2026-01-01T00:00:00
Code-specialized model families and scaling laws
tool_trace
expert
Task: tool_trace Topic: Code-specialized model families and scaling laws Difficulty: expert Language: Python Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "Python", "moe_experts": [ "agent", "data" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
a3544e72aa24f056321ee6590387667f21a38080
train_001974
2026-01-01T00:00:00
Extended context, memory, and repo graphs
review
expert
Task: review 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "evaluation", "coding" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
c72d10861884e9f72d109abb7e87f85824d26681
train_001975
2026-01-01T00:00:00
Multi-agent coordination and role separation
failure_analysis
expert
Task: failure_analysis Topic: Multi-agent coordination and role separation Difficulty: expert Language: Bash Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Bash", "moe_experts": [ "research", "performance" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
355b009b2ef3806523c6f36cd287aeb855a3998a
train_001976
2026-01-01T00:00:00
Governance, provenance, and audit logging
self_grade
expert
Task: self_grade Topic: Governance, provenance, and audit logging Difficulty: expert Language: 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. { "score": 9, "confidence": 0.9, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "TypeScript", "moe_experts": [ "coding", "data" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
3b8353351c76f8fbe39a66bf4e1772c93cbc1f6a
train_001977
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: 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", "performance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
e0fa594653de5e8a7a795216901c2cc64b7bd2b4
train_001978
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: 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": [ "data", "coding" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
acea0e643624178fb13dfdc18b401f9ddf41983c
train_001979
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: 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "Python", "moe_experts": [ "research", "agent" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
dc91b8a2d438fc5740fa21334859d3ff73ac3d73
train_001980
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: 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "Python", "moe_experts": [ "coding", "evaluation" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
cde6351c43fa713b69cd7b64e9d4dba25661f815
train_001981
2026-01-01T00:00:00
Model merging, distillation, and continual learning
patch_diff
advanced
Task: patch_diff Topic: Model merging, distillation, and continual learning Difficulty: advanced Language: 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Go", "moe_experts": [ "data", "performance" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
38433fbdc5271e880f61f76f86c8a0ae0586e01a
train_001982
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: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "research", "governance" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
ae2f83e0a453f3ea93710a5cc384257cbc61cff6
train_001983
2026-01-01T00:00:00
Self-grading and automated model critique
agent_loop
expert
Task: agent_loop Topic: Self-grading and automated model critique 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "security", "governance" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
ecc8fb621c988c9c8c60c967b0abc81c389278d0
train_001984
2026-01-01T00:00:00
Model merging, distillation, and continual learning
explain
expert
Task: explain Topic: Model merging, distillation, and continual learning 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": [ "research", "governance" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
ad148e1e9719b05e95af582526a4dc62c8091c16
train_001985
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: 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": [ "agent", "research" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
256f9c79f28bd7a4f6aa92fedc71a28427924fe1
train_001986
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: C# Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "C#", "moe_experts": [ "evaluation", "research" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
388ea4cdfa916291428fcb2013c9d93c7d5e6810
train_001987
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
self_grade
expert
Task: self_grade Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: expert Language: SQL Context: 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": 6, "confidence": 0.6, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "SQL", "moe_experts": [ "security", "agent" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
8957514525d8a763cb3b0845a84c7bada09d942f
train_001988
2026-01-01T00:00:00
Model merging, distillation, and continual learning
eval
advanced
Task: eval 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "JavaScript", "moe_experts": [ "coding", "security" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
bccced7dba4ff6b2ddc5e6ff3b6ef2100325d44b
train_001989
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: 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. { "score": 6, "confidence": 0.6, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "C#", "moe_experts": [ "agent", "coding" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
8eaba71ea7de622144723ba6939d8136c82c3a43
train_001990
2026-01-01T00:00:00
Code-specialized model families and scaling laws
tool_trace
advanced
Task: tool_trace Topic: Code-specialized model families and scaling laws Difficulty: advanced Language: Bash Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "Bash", "moe_experts": [ "data", "performance" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
c590b797140c7f138e407fc96349c866dd4e2449
train_001991
2026-01-01T00:00:00
Self-grading and automated model critique
compare
expert
Task: compare Topic: Self-grading and automated model critique Difficulty: expert Language: JavaScript Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "performance", "governance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
4cd01657d0e6a03dc6b2447189518adac568dc1a
train_001992
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: TypeScript Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 10, "confidence": 1.0, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "TypeScript", "moe_experts": [ "performance", "coding" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
c33a2803672b786669916c90dbf846efa0cd3c89
train_001993
2026-01-01T00:00:00
Model merging, distillation, and continual learning
explain
expert
Task: explain Topic: Model merging, distillation, and continual learning Difficulty: expert Language: SQL Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "data", "evaluation" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
30941d6881b540e71768f4e567edb800ea1a64c4
train_001994
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
code
advanced
Task: code Topic: Secure code generation, red-teaming, and policy gates Difficulty: advanced Language: 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", "performance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
55182e13f4418d262e15f771ee2a6862ee75e54c
train_001995
2026-01-01T00:00:00
Extended context, memory, and repo graphs
self_grade
advanced
Task: self_grade Topic: Extended context, memory, and repo graphs Difficulty: advanced Language: 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": 10, "confidence": 1.0, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Python", "moe_experts": [ "research", "security" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
993d637c3433c6a1ad9964551d53c2eff1380ce4
train_001996
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
explain
advanced
Task: explain Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: advanced Language: Go Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "evaluation", "governance" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
adfd68f2cc2db804b182ba1ddd9c0e033d2d53bc
train_001997
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: 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "JavaScript", "moe_experts": [ "data", "agent" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
2e95a58d5d838c36d244a2289bab01490f2e11ba
train_001998
2026-01-01T00:00:00
Self-grading and automated model critique
design
expert
Task: design Topic: Self-grading and automated model critique Difficulty: expert Language: Rust Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Rust", "moe_experts": [ "data", "research" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
cfbca6aeaf20f5cbfa819f8e701718b53b523830
train_001999
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: 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "C#", "moe_experts": [ "performance", "governance" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
4de97e22bb56ba131756845c4a60bc517f23e3c3