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Anthropic once hid a Claude Fable 5 safeguard that quietly degraded some outputs, then apologized. You can't see vendor changes; keep fixed test questions and saved answers, and rerun them.
When AI should stop can't depend on it saying "I'm not sure." Make stops visible events: missing fields, conflicting sources, an outbound next step, unknown state. Leave a record others can pick up.