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Change2Task: The Assembly Line for Coding Agent Training Data
Change2Task turns merged pull requests into verified, executable coding agent tasks that stay current with the codebase, across five task families.
BENCHMARK
5 articles
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The ICML 2026 Agent Reproduction Audit: 23% of Examined Papers Had Falsified or Contested Claims
ICML 2026 reproduction audit: coding agents checked 2,226 papers claim by claim, and 23% had a falsified or contested claim. What the challenge found.
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6 min read
ORCA-bench: Frontier Agents Score 10% on Hard Oncall RCA
ORCA-bench puts five frontier coding agents on live oncall root cause analysis with real telemetry. The best scored 10% on hard tasks, far from oncall-ready.
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PAIChecker: 13.6% of SWE-bench Verified Instances Have Misaligned PR-Issue Pairs
PAIChecker finds 13.6% of SWE-bench Verified instances pair a PR with an issue it does not resolve, penalizing agents that solve the stated problem.
6 min read
SWE-NFI: The Benchmark That Catches What Coding Agents Miss
SWE-NFI benchmarks coding agents on 188 behavior-preserving improvement tasks. The best hits 70% correctness, but all lag humans on structural refactors.
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