bvandeusenandClaude Opus 5.5
14debe2ea9
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Within a genre both halves of the mix were a uniform daily draw: a song played forty times was no likelier than one played once, and the unheard 40% ignored who the artist was. ListGenreMixTracks now draws each half by a date-seeded weighted lottery (Efraimidis-Spirakis: smallest -ln(u)/weight wins), so the mix still changes daily and holds within a day. - Familiar: 1 + ln(1 + plays) + 1 if liked, times the share of plays that weren't skips. - Unheard: 1 + ln(1 + the artist's plays + 2 x its liked tracks) + 2 x the artist's best similarity to the user's own artists, times the artist's non-skip share. An unknown artist weighs 1, so new artists still come up. Which genres are offered, the exclusions and the familiar/unheard blend are unchanged. DB tests check the lean averaged over ten days, and that a stranger's tracks stay in the pool. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>