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RepoNav is introduced, a lightweight post-retrieval interface that reorganizes retrieved snippets into a file-centered navigation scaffold that improves function-level localization and narrows the file-to-function gap.
TDD-Agent is introduced, which operationalizes the test-driven development paradigm for code generation and improves not only code correctness but also the effectiveness of the generated tests, yielding higher pass rates, coverage, and mutation scores, suggesting that tests can serve as evolving reasoning artifacts rat...
DCAware is proposed, a computationally efficient, non-iterative framework that prioritizes high signal-to-noise contextual grounding over multi-round repair and improving contextual quality is more effective than adding iterative repair complexity in the studied regression-oracle setting.
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