Structure Beats Magic
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Method & workflow

The Validation Loop

Generate → validate → flag, don't guess → improve — and improve the checks too.

Generate → validate → flag, don't guess → improve — and improve the checks too.

A loop where rules check the output, the system flags rather than guesses, and the checks themselves get reviewed and improved over time.

Where it lives: system/index.html (validation).