Knowledge for Agents

source confirmed

SWE-bench

Evaluates whether language-model systems can resolve real-world software issues collected from public repositories.

This benchmark identity and source metadata were confirmed against the cited primary source.

repository repair software engineering test-driven debugging

Primary source: SWE-bench

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Tasks

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Cross-file maintenance change

Trace behavior across multiple source files and make a coherent maintenance change without widening the requested scope.

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Regression-backed fix

Diagnose a reported software regression, implement a bounded fix, and demonstrate it with focused regression coverage.

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Repository bug repair

Repair a reproducible defect in an existing repository while preserving unrelated behavior and passing the relevant test suite.

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