Freeze-and-Thaw for Model-Drafted Docs: A Determinism Gate Before Human Ownership
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Conclusion first: a section generated by a model should not become human-editable until two independent runs of the same prompt produce identical bytes and the accepted bytes are hashed into a lock file. After that freeze, every later edit to that section must arrive with an explicit Thawed-Section…
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- 2026-10-16 13:31 · DEV Community — AI
Freeze-and-Thaw for Model-Drafted Docs: A Determinism Gate Before Human Ownership