Detect and score outside the model
Deterministic Python reads the live project policy, classifies broad roles, derives an HMAC-backed opaque finding ID and computes a bounded risk score. A compliance product cannot answer “why was this flagged?” with “the model thought so”, so Gemini explains already-minimized categories and decides nothing.