"""AI semantic layer V1 — NOT a fiscal authority.

Rules frozen by the operator contract:
- AI only selects among official candidates; it never invents codes.
- Cache first: KB exact/fingerprint hits never trigger AI calls.
- No AI for origin, ST retention, or company-level decisions.
- AI_WRITE_ALLOWED=false in V1: results stay AI_CANDIDATE_VALIDATED.
"""