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What starring will do

Starring an item queues it for agent analysis. When the pipeline goes live (MVP-2), each starred item gets: an automatic scrape of the article, repo and related discussion; a knowledge extract; an independent evaluation and benchmark pass; a pro-and-contra review against your own setup; and a final yes-or-no adoption verdict, all tracked here with live per-step status. Right now stars only land in the queue, so the only honest status you will see below is "queued". Nothing is being analyzed yet.