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arXiv — cs.AI preprintsInternational16 October 2026

SWE-Nexus: Automated Composition of Software Engineering Tasks from Test Execution

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arXiv:2610.20038v2 Announce Type: replace-cross Abstract: Historical code changes provide convenient task boundaries, but do not identify which production functions selected tests exercise or support composing validated behaviors beyond a single change. We present SWE-Nexus, a fully automated pipeline that constructs repository-level implementation tasks from test execution. Four construction agents select tests, adapt tracing and evaluation protocols to each repository, and generate behavioral specifications. For each selected test file, tracing records an observed execution footprint of prod
— arXiv — cs.AI preprints

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