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Preprint. Under review
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Resolve rates mask critical insights about coding agent performance, but TraceProbe uncovers the hidden trajectory structures that explain why some runs succeed while others fail.
Forget retraining: model editing and constrained decoding can keep service recommendations fresh and valid in ever-changing software ecosystems.
Forget parallel corpora: CodePivot shows you can train a 7B model to beat behemoth LLMs at multilingual code transpilation by pivoting through Python and using a clever RL reward.
