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Let the Model Propose, Let the Corpus Reject: A Change-Budget Loop for Messy Repos

Most AI refactor attempts fail at review, not at generation. The model writes plausible code. Nobody can prove the behavior stayed the same. The fix is not a better prompt. It is a gate the patch must pass before a human reads it. This article describes a loop with three parts. A frozen behavior co…

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  1. 2026-11-09 21:29 · DEV Community — AI
    Let the Model Propose, Let the Corpus Reject: A Change-Budget Loop for Messy Repos

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