AI proposes, deterministic logic disposes: the pattern that keeps AI production-ready

TL;DR Three layers: AI proposes with a confidence score, deterministic business rules validate, a human settles what is left. AI never writes to the database directly. A hallucination becomes a rejected proposal, not wrong data in production.