Datasets:
gravermistakes
/
Genesis_AI_Code_100k

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2026-01-01 00:00:00
2026-01-01 00:00:00
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train_096400
2026-01-01T00:00:00
Extended context, memory, and repo graphs
design
advanced
Task: design Topic: Extended context, memory, and repo graphs Difficulty: advanced Language: 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": [ "agent", "performance" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
87fafe2f333eb050ebf1f8c622ee7d108054fe67
train_096401
2026-01-01T00:00:00
Latency, cost, throughput optimization
failure_analysis
expert
Task: failure_analysis Topic: Latency, cost, throughput optimization 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Java", "moe_experts": [ "performance", "data" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
3b3afcb9e21f34f46c5aee759b7a4987917528a9
train_096402
2026-01-01T00:00:00
Latency, cost, throughput optimization
self_grade
expert
Task: self_grade Topic: Latency, cost, throughput optimization 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. { "score": 10, "confidence": 1.0, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Go", "moe_experts": [ "data", "security" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
dd4704025cd390868d868caa153ecc063fa85e74
train_096403
2026-01-01T00:00:00
Model merging, distillation, and continual learning
code
expert
Task: code Topic: Model merging, distillation, and continual learning 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": [ "governance", "coding" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
993c1f43e6c21520868f9bdc9571b5c169542080
train_096404
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: 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", "governance" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
dd13de73b164d2422542540f669751027a17c3fc
train_096405
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
agent_loop
advanced
Task: agent_loop Topic: Dataset curation pipelines and quality attribution Difficulty: advanced Language: 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", "governance" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
f5575fc6818ac86d66168760f255454f5f163fcc
train_096406
2026-01-01T00:00:00
Self-grading and automated model critique
review
advanced
Task: review Topic: Self-grading and automated model critique Difficulty: advanced Language: Java Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Java", "moe_experts": [ "agent", "security" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
17cfdaebbae8d33e6e329b385d1aa612c289386e
train_096407
2026-01-01T00:00:00
Model merging, distillation, and continual learning
review
advanced
Task: review Topic: Model merging, distillation, and continual learning Difficulty: advanced Language: 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": [ "agent", "coding" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
25deaed068d7a42d49037c3237f9d06c1925117a
train_096408
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: 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": [ "coding", "performance" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
d3a30eaed64ca69d7a4dc6a137551a63ff508024
train_096409
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: 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Rust", "moe_experts": [ "research", "evaluation" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
56e53ec75c4678d381e990a1938f11e5d13733f8
train_096410
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: 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": [ "security", "data" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
6be77a11d947bd7faeca6e437c99bc66e568948e
train_096411
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
review
expert
Task: review 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "security", "research" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
32e29416f1c5c2baef4855920fb22698d16477d0
train_096412
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
tool_trace
expert
Task: tool_trace Topic: Reasoning-first coding models and tunable deliberation 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. [ { "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": "Java", "moe_experts": [ "performance", "coding" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
e0f10be60e6045a847e55280ab23526f811c3726
train_096413
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
compare
advanced
Task: compare Topic: Mixture-of-Experts (MoE) routing and sparsity 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": [ "data", "security" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
82e26b07cc04b0c2f67bbcf486a2bcd477bd90f7
train_096414
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: 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", "coding" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
85679a5a1295e460457f6fed31e7a838287b1581
train_096415
2026-01-01T00:00:00
Failure engineering and resilience testing
review
advanced
Task: review Topic: Failure engineering and resilience testing 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", "evaluation" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
5f9f454c980ea633e9fd50b6941f15c35f747eb1
train_096416
2026-01-01T00:00:00
Latency, cost, throughput optimization
eval
expert
Task: eval Topic: Latency, cost, throughput optimization 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Bash", "moe_experts": [ "coding", "agent" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
bfccd51d126e4a97e3c2e82103d04150095b054d
train_096417
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
patch_diff
expert
Task: patch_diff Topic: Agentic coding systems (plan→edit→test→reflect) Difficulty: expert Language: 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Python", "moe_experts": [ "security", "coding" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
6c5a636dfa705e9ba6b36734921e29c981b25f00
train_096418
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
tool_trace
expert
Task: tool_trace Topic: SWE-bench real-repo evaluation and leakage control Difficulty: expert Language: 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. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "C#", "moe_experts": [ "performance", "coding" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
b54f110924dd1b0abf3266ae5b3996a5d7cb82f5
train_096419
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
compare
advanced
Task: compare Topic: SWE-bench real-repo evaluation and leakage control Difficulty: advanced Language: Python Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "evaluation", "coding" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
8f89c76a2724b0dacd5e8b99f52b80d8462dc6e8
train_096420
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: 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": 3, "latency_ms_target": 50, "audit_required": true }
3c418f65609641d9b2811eb17ae789c4f5d04728
train_096421
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: 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": [ "performance", "evaluation" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
fe004da59b82425f36f5f7be4a379d72af7b69c5
train_096422
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
patch_diff
expert
Task: patch_diff Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: expert Language: C# Context: 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": "C#", "moe_experts": [ "research", "security" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
825b735ffe52fb51700b34aea03a2486e314132b
train_096423
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
failure_analysis
expert
Task: failure_analysis Topic: Reasoning-first coding models and tunable deliberation Difficulty: expert Language: 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Rust", "moe_experts": [ "data", "performance" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
aa71b5ef3d35c6239e3414cf6a1044fb10011754
train_096424
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: 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": 10, "confidence": 1.0, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Go", "moe_experts": [ "security", "governance" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
776631ce1d3e354bfbfe814ec41a33c27e3057e7
train_096425
2026-01-01T00:00:00
Latency, cost, throughput optimization
code
advanced
Task: code 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "coding", "data" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
23ef63d51d8b2fa6430ed478219740324af74202
train_096426
2026-01-01T00:00:00
Self-grading and automated model critique
data_pipeline
expert
Task: data_pipeline 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": [ "coding", "research" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
776120aa58f7614dd4f1765ddc58eb89c25730ca
train_096427
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: Bash Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Bash", "moe_experts": [ "research", "agent" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
363c272c4b25428d3a2db7f2c52ec72946ae7165
train_096428
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: 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Rust", "moe_experts": [ "performance", "evaluation" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
f9bc3203723a0bcf476051ecb955e9591ee18579
train_096429
2026-01-01T00:00:00
Failure engineering and resilience testing
review
advanced
Task: review Topic: Failure engineering and resilience testing 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "Python", "moe_experts": [ "performance", "research" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
22d27d1120b9ca3b5ec07a5bd21ef6bf5bc639ba
train_096430
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: 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "TypeScript", "moe_experts": [ "coding", "governance" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
2ed845100c01ddc480b90dd93644c999e565af58
train_096431
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: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Bash", "moe_experts": [ "data", "governance" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
cc7e5d5f30b32bafec946cf0c6057b007a844519
train_096432
2026-01-01T00:00:00
Extended context, memory, and repo graphs
explain
expert
Task: explain Topic: Extended context, memory, and repo graphs Difficulty: expert Language: 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": [ "governance", "data" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
631d5965abb8d840258fc5b03b07bd3558eb2f01
train_096433
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: 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": [ "governance", "agent" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
8e7b13782149e8534cf5edf8eed541080630bb87
train_096434
2026-01-01T00:00:00
Code-specialized model families and scaling laws
agent_loop
expert
Task: agent_loop Topic: Code-specialized model families and scaling laws Difficulty: expert Language: JavaScript Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "JavaScript", "moe_experts": [ "coding", "evaluation" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
667e77a831395214e98cdeb027219ccdafc9184c
train_096435
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
explain
expert
Task: explain Topic: SWE-bench real-repo evaluation and leakage control Difficulty: expert Language: 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": [ "evaluation", "performance" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
bb7f2df13db407c5f7646da98304d7b38ab41def
train_096436
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
patch_diff
expert
Task: patch_diff Topic: Agentic coding systems (plan→edit→test→reflect) Difficulty: expert Language: 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", "evaluation" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
dd2aef1886218eb13503abb88d66eebb237cfcaa
train_096437
2026-01-01T00:00:00
Failure engineering and resilience testing
tool_trace
expert
Task: tool_trace Topic: Failure engineering and resilience testing Difficulty: expert Language: 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": [ "research", "agent" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
0e02ad4af959338807dc92ca6cb620c2ba071605
train_096438
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
eval
expert
Task: eval Topic: Secure code generation, red-teaming, and policy gates Difficulty: expert Language: Rust Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Rust", "moe_experts": [ "data", "performance" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
8869ad297c5d1959d5b6c4b2f88793c9294145b5
train_096439
2026-01-01T00:00:00
Failure engineering and resilience testing
patch_diff
expert
Task: patch_diff Topic: Failure engineering and resilience testing 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. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Python", "moe_experts": [ "data", "security" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
634ee81623093658004fd1f92a2997496254bae3
train_096440
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
review
expert
Task: review Topic: Reasoning-first coding models and tunable deliberation Difficulty: expert Language: TypeScript Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "performance", "data" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
72ba03049e581aa64e4963c968e3ee4ab643763a
train_096441
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
review
expert
Task: review Topic: SWE-bench real-repo evaluation and leakage control Difficulty: expert Language: 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": [ "evaluation", "governance" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
c188693c899b382bf89f2e9e549c87f294d34d09
train_096442
2026-01-01T00:00:00
Failure engineering and resilience testing
data_pipeline
expert
Task: data_pipeline Topic: Failure engineering and resilience testing 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": [ "governance", "data" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
48e36b985b562c285d8a26a76c836a60e533a411
train_096443
2026-01-01T00:00:00
Latency, cost, throughput optimization
compare
expert
Task: compare Topic: Latency, cost, throughput optimization 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", "data" ], "cost_budget": 5, "latency_ms_target": 50, "audit_required": true }
512dd00b6c21f44c4ea77d5750d3ecca526da5cd
train_096444
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
compare
expert
Task: compare Topic: Mixture-of-Experts (MoE) routing and sparsity Difficulty: expert Language: Go Context: 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": [ "performance", "governance" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
1e82f406f46b5adc61ca7cd152b6173b4ee9f31e
train_096445
2026-01-01T00:00:00
Latency, cost, throughput optimization
code
advanced
Task: code Topic: Latency, cost, throughput optimization 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": 2, "latency_ms_target": 200, "audit_required": true }
ad0c2f1a0aa0f137778a47d9c395087c1f48d7a1
train_096446
2026-01-01T00:00:00
Multi-agent coordination and role separation
self_grade
expert
Task: self_grade Topic: Multi-agent coordination and role separation Difficulty: expert Language: 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. { "score": 10, "confidence": 1.0, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "JavaScript", "moe_experts": [ "agent", "research" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
c703351041236e4c616032d34e4844e61dc62e4c
train_096447
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
tool_trace
advanced
Task: tool_trace Topic: Tool calling protocols and sandboxed execution 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. [ { "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": "Java", "moe_experts": [ "security", "research" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
f1a44e12718a814fd8118b9bf1ef356b17aebc45
train_096448
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: 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. Failure: regression detected Cause: missing edge case Fix: add guard + test
{ "language": "Python", "moe_experts": [ "security", "data" ], "cost_budget": 5, "latency_ms_target": 100, "audit_required": true }
b88222ed25d254d28eb75a1fd20039a086060174
train_096449
2026-01-01T00:00:00
Governance, provenance, and audit logging
agent_loop
expert
Task: agent_loop 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": [ "governance", "security" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
85498308f557a98f5d1782019f2a6e9db8802a0f
train_096450
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: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Bash", "moe_experts": [ "data", "governance" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
f213d2bd5cfa8cfc3cc3f68dccab7ef6079dd034
train_096451
2026-01-01T00:00:00
Failure engineering and resilience testing
patch_diff
expert
Task: patch_diff Topic: Failure engineering and resilience testing Difficulty: expert Language: TypeScript Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "TypeScript", "moe_experts": [ "coding", "governance" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
e7440794621bd5acb5172631700b2129f89546c6
train_096452
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
design
advanced
Task: design Topic: Agentic coding systems (plan→edit→test→reflect) Difficulty: advanced Language: 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", "coding" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
c8ef9716bc17987f479304e168189560d9b1f49e
train_096453
2026-01-01T00:00:00
Tool calling protocols and sandboxed execution
review
expert
Task: review Topic: Tool calling protocols and sandboxed execution Difficulty: expert Language: 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": [ "agent", "data" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
7e275b6416a2819c918b0cffd23badd2c0834ab0
train_096454
2026-01-01T00:00:00
Model merging, distillation, and continual learning
compare
expert
Task: compare Topic: Model merging, distillation, and continual learning 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": 200, "audit_required": true }
adff9804c48488839156bde9a4d7104e1b0ca443
train_096455
2026-01-01T00:00:00
Failure engineering and resilience testing
self_grade
advanced
Task: self_grade Topic: Failure engineering and resilience testing Difficulty: advanced Language: TypeScript Context: Research benchmark validation environment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 7, "confidence": 0.7, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "TypeScript", "moe_experts": [ "research", "performance" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
e4bf3697978c884ecf9fa95288182410564acf62
train_096456
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: C# Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. [ { "tool": "repo_checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "language": "C#", "moe_experts": [ "evaluation", "security" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
a29c86f34f1944f55bee9a8335e31a49de69d2e2
train_096457
2026-01-01T00:00:00
Reasoning-first coding models and tunable deliberation
agent_loop
expert
Task: agent_loop Topic: Reasoning-first coding models and tunable deliberation Difficulty: expert Language: C# Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "evaluation", "performance" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
a855b60dea221e6352f2214fff0d0e4c6f60e45d
train_096458
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: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "evaluation", "agent" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
178548142c851fc6febb65768198d94b6d69fc87
train_096459
2026-01-01T00:00:00
Failure engineering and resilience testing
tool_trace
expert
Task: tool_trace Topic: Failure engineering and resilience testing Difficulty: expert Language: 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": [ "performance", "evaluation" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
d50577813ce02536a2ff52260efb76c674ef8586
train_096460
2026-01-01T00:00:00
Code-specialized model families and scaling laws
eval
advanced
Task: eval Topic: Code-specialized model families and scaling laws Difficulty: advanced Language: 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. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "JavaScript", "moe_experts": [ "agent", "evaluation" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
34b421a63096c27d7c6197fb94c5cc84ed06eca8
train_096461
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
review
expert
Task: review Topic: Dataset curation pipelines and quality attribution Difficulty: expert Language: C# Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "agent", "governance" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
21392d7ff6b23bdbf01d596aac75168ad970a7cf
train_096462
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: C# Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "C#", "moe_experts": [ "governance", "performance" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
3f354da987bf87274d36a27236f285528653956b
train_096463
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
eval
expert
Task: eval Topic: Secure code generation, red-teaming, and policy gates Difficulty: expert Language: TypeScript Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "TypeScript", "moe_experts": [ "evaluation", "research" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
de3decac0cd0fcc3b90d11798d78292fde539a5f
train_096464
2026-01-01T00:00:00
Failure engineering and resilience testing
agent_loop
expert
Task: agent_loop Topic: Failure engineering and resilience testing Difficulty: expert Language: 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", "coding" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
b9e46799f8a183f17a489612745b0c61d3623b20
train_096465
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: 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": [ "evaluation", "research" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
42db0bb3391fd37a7c772ed442aeecc6fd90b97d
train_096466
2026-01-01T00:00:00
Latency, cost, throughput optimization
review
expert
Task: review Topic: Latency, cost, throughput optimization Difficulty: expert 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": [ "data", "evaluation" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
4c0a7cc444d049c7dfa4454341dfc0e8b42d6ed0
train_096467
2026-01-01T00:00:00
Code-specialized model families and scaling laws
agent_loop
expert
Task: agent_loop Topic: Code-specialized model families and scaling laws Difficulty: expert Language: 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", "performance" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
46e7816ef1529bc0a5582557fa4b93120d2706b6
train_096468
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
compare
advanced
Task: compare Topic: SWE-bench real-repo evaluation and leakage control Difficulty: advanced Language: 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": [ "research", "security" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
a6b9a7d9c3d0988a58c2dfbbb757a99053f45e50
train_096469
2026-01-01T00:00:00
Latency, cost, throughput optimization
patch_diff
expert
Task: patch_diff Topic: Latency, cost, throughput optimization Difficulty: expert Language: Bash Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "Bash", "moe_experts": [ "research", "security" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
1cd08a829f6619f189e3cbb0880b151c8a1ba177
train_096470
2026-01-01T00:00:00
Dataset curation pipelines and quality attribution
patch_diff
expert
Task: patch_diff Topic: Dataset curation pipelines and quality attribution Difficulty: expert Language: C# Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Patch: ```diff - result = a / b + if b == 0: + raise ValueError('division by zero') + result = a / b ```
{ "language": "C#", "moe_experts": [ "evaluation", "governance" ], "cost_budget": 4, "latency_ms_target": 50, "audit_required": true }
c3868ccdff7bd3af171a3ee24df60aabd2d346a6
train_096471
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: 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", "research" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
114631e33b8b33290d730caf375dd85d6163a0a0
train_096472
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
code
advanced
Task: code Topic: Agentic coding systems (plan→edit→test→reflect) Difficulty: advanced Language: TypeScript Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "research", "agent" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
21ba2f689a4b6b14408f3828a24521c16885fb23
train_096473
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
design
advanced
Task: design Topic: SWE-bench real-repo evaluation and leakage control Difficulty: advanced Language: Go Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Go", "moe_experts": [ "governance", "performance" ], "cost_budget": 4, "latency_ms_target": 100, "audit_required": true }
fdf87da2d0a66f82b4766676511756aa9d27f345
train_096474
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: Java Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Java", "moe_experts": [ "governance", "security" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
520f1c0c9debbf63ed62239d0e36842956692529
train_096475
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
review
advanced
Task: review Topic: Agentic coding systems (plan→edit→test→reflect) Difficulty: advanced Language: 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", "evaluation" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
0b0b2dc4b93f95483c1d22de893efcd3ebc483e6
train_096476
2026-01-01T00:00:00
Mixture-of-Experts (MoE) routing and sparsity
compare
advanced
Task: compare 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. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "research", "performance" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
74c00c6f4e2bbb195568b69c5c014eb25643fe9a
train_096477
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: 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": 3, "latency_ms_target": 200, "audit_required": true }
c506c1316fda1c46d1e87647da2fb88b8ecf3774
train_096478
2026-01-01T00:00:00
Self-grading and automated model critique
tool_trace
advanced
Task: tool_trace Topic: Self-grading and automated model critique Difficulty: advanced Language: Go Context: 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": "Go", "moe_experts": [ "data", "coding" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
95909314a78b465ef88bac5698ef2c5ce4285e75
train_096479
2026-01-01T00:00:00
Multi-agent coordination and role separation
data_pipeline
expert
Task: data_pipeline Topic: Multi-agent coordination and role separation Difficulty: expert Language: Rust Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Rust", "moe_experts": [ "agent", "research" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
f8c1bc3aafb7b3f1b01444b84d22229c1bbf0be8
train_096480
2026-01-01T00:00:00
Governance, provenance, and audit logging
failure_analysis
advanced
Task: failure_analysis Topic: Governance, provenance, and audit logging Difficulty: advanced Language: 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": [ "evaluation", "agent" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
1a83a3315d1ef7e7c24500b5fab8634306a72ec0
train_096481
2026-01-01T00:00:00
Governance, provenance, and audit logging
design
expert
Task: design Topic: Governance, provenance, and audit logging Difficulty: expert Language: TypeScript Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "TypeScript", "moe_experts": [ "performance", "coding" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
0c653bcbad3633de56c69239d9d8947594fa11ba
train_096482
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
code
expert
Task: code Topic: Secure code generation, red-teaming, and policy gates Difficulty: expert Language: Java Context: Regulated enterprise with audit requirements Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "Java", "moe_experts": [ "agent", "coding" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
2df37e12f2e57d0c980ce8ee65097def3b181ae3
train_096483
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: 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": [ "security", "evaluation" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
318859f6ef90de4f80d91fdde08a1b20f57cd5b7
train_096484
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: 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": "Bash", "moe_experts": [ "agent", "governance" ], "cost_budget": 2, "latency_ms_target": 200, "audit_required": true }
6bc69dd554b592f63dcc7b4cf9db850eba64e362
train_096485
2026-01-01T00:00:00
Failure engineering and resilience testing
self_grade
expert
Task: self_grade Topic: Failure engineering and resilience testing Difficulty: expert Language: Rust Context: Latency-critical production API Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 9, "confidence": 0.9, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Rust", "moe_experts": [ "security", "agent" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
9c63a01444713ec0cc2766522937444035c4ee4b
train_096486
2026-01-01T00:00:00
Governance, provenance, and audit logging
review
expert
Task: review Topic: Governance, provenance, and audit logging 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": [ "coding", "security" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
fcfe53791b9be96720839478215a94cc3c5c3615
train_096487
2026-01-01T00:00:00
Governance, provenance, and audit logging
data_pipeline
advanced
Task: data_pipeline Topic: Governance, provenance, and audit logging Difficulty: advanced Language: 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": [ "agent", "governance" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
38986fa71796ee268431d1eb78e02e0902769dd2
train_096488
2026-01-01T00:00:00
Secure code generation, red-teaming, and policy gates
eval
expert
Task: eval Topic: Secure code generation, red-teaming, and policy gates Difficulty: expert Language: Python Context: Offline air-gapped deployment Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Metrics: - pass@k - time-to-green - cost-per-fix - regression rate
{ "language": "Python", "moe_experts": [ "agent", "coding" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
b535befffcb30c5bf4a071acf897ed533a3fcd60
train_096489
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: 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": [ "performance", "security" ], "cost_budget": 2, "latency_ms_target": 100, "audit_required": true }
0ec44ca6a8883fdc750ff39e73c8c1c8d03c947b
train_096490
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: 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": [ "research", "evaluation" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
bcce56e3f0384c2815c52d432dfbb7893db2db8a
train_096491
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: 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", "agent" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
cb1ce73bef491be806cb3a2aea1c59c95e6aa056
train_096492
2026-01-01T00:00:00
Governance, provenance, and audit logging
compare
expert
Task: compare Topic: Governance, provenance, and audit logging 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": [ "governance", "data" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
c613b9f065640cc1473c1f37cdad14ef47e24048
train_096493
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
explain
advanced
Task: explain Topic: SWE-bench real-repo evaluation and leakage control Difficulty: advanced Language: SQL Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. Expert guidance with risks, metrics, and governance controls.
{ "language": "SQL", "moe_experts": [ "data", "agent" ], "cost_budget": 3, "latency_ms_target": 200, "audit_required": true }
4f1705d3360c2d2209b300c11de919e3a4b5051e
train_096494
2026-01-01T00:00:00
Code-specialized model families and scaling laws
patch_diff
expert
Task: patch_diff Topic: Code-specialized model families and scaling laws Difficulty: expert Language: 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": [ "coding", "agent" ], "cost_budget": 3, "latency_ms_target": 100, "audit_required": true }
d909f294e63f77342ae778ecc20a1d3a20cc606c
train_096495
2026-01-01T00:00:00
SWE-bench real-repo evaluation and leakage control
design
advanced
Task: design Topic: SWE-bench real-repo evaluation and leakage control Difficulty: advanced Language: 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", "data" ], "cost_budget": 5, "latency_ms_target": 200, "audit_required": true }
aa789f78a7a3a66251e618ee777dd652f2908cca
train_096496
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: 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", "evaluation" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
cc8259d1daacb2061225720d59405ebd70e5d3f9
train_096497
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: 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. { "score": 9, "confidence": 0.9, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "JavaScript", "moe_experts": [ "agent", "coding" ], "cost_budget": 4, "latency_ms_target": 200, "audit_required": true }
74d1447b010e9f41468000d5854e66fcb6679193
train_096498
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: 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": [ "coding", "security" ], "cost_budget": 3, "latency_ms_target": 50, "audit_required": true }
3d5d2cabd6ed87040ead19eccd21696c0fc65bbd
train_096499
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: Python Context: Large monorepo with flaky tests and strict CI Produce frontier-grade, production-valid output.
Facts: - Modern AI coding success is measured by test pass rates, iteration cost, and reliability. - Agentic and multi-agent systems outperform single-pass generation. { "score": 7, "confidence": 0.7, "notes": "Passed tests; minimal diff; no security flags." }
{ "language": "Python", "moe_experts": [ "agent", "data" ], "cost_budget": 2, "latency_ms_target": 50, "audit_required": true }
bab53fb150b427254f9c2267e576925f5f5da88a