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sakimyto.com · Jul 13, 2026

How to Guarantee Quality When AI Mass-Produces Your Code — The 4-Layer Gate System Behind 200 Components

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The real quality machinery behind ~200 AI-built interactive components: four pre-commit hooks, data invariant tests, real-browser pixel smoke tests, and a quality-score + PR-proposal pipeline — documented down to the file names.

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