AI-generated refactors fail silently. The code looks clean. The tests pass. Then a production edge case breaks. Characterization tests catch that break before it ships. This workflow locks current behavior first, then lets a free model propose changes, then uses tests as the oracle. The Problem Legacy code has undocumented quirks. Humans miss...
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