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The shelf had four mixes built largely from the same lo-fi beats: about 1,250 tracks carry Hip Hop, Lo-Fi, Instrumental, Downtempo and four more tags at once, and the near-duplicate guard compared artists, not songs, so each tag passed as its own channel. Genre selection now works on songs: - ListGenreMixCandidates returns each genre's track ids instead of its artist ids. - A broad genre, one whose songs mostly also carry clearly narrower candidates (Rock over Pop Punk and Ska Punk), is considered after the specific genres of its tier. - A genre is kept only when at least half its songs are not already in a kept genre. - Each mix leaves out songs tagged with a genre kept before it (ListGenreMixTracks exclude_genres), so a song is in one mix at most. The tiers, the minimum shelf and the minimum mix length are unchanged. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>