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Why limit it to local? You could use the API for the YouTube recommendations. You already are using the YouTube API for the videos themselves.



Certainly, ingest all the signal you’d like, and then emit a feed for clients to consume (or to be republished). Could run locally, could run in a container, could run on an AT protocol PDS. It is an algorithm/discovery/recommendation sovereignty play.




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