## Lesson — Vector search for discovery should be strictly decoupled

**Tags:** architecture, security, ai

Vector search for discovery should be strictly decoupled from AST matching for enforcement. Never conflate probabilistic "fuzzy" matches with deterministic "hard" rules, as this distinction is critical for maintaining credibility with security-minded users.
