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PickTopPlayedTracksForUser's liked tier read general_likes without joining tracks. With no plays to seed from, For You could pick a liked track whose file is gone. The play tiers were already safe: their play_events join filters missing_since. The same gap was in PickTopPlayedTrackForArtistByUser's fallback, which seeds Songs-like from the artist's newest album when there are no recent plays. It could pick a missing track, and since #5296 a missing track is never fetched for similarity, so that seed has no edges either. The caller already skips an empty seed, so an artist whose tracks are all missing gets no Songs-like mix instead of one aimed at nothing. Integration tests cover both cases: a liked-but-missing track is not a seed, and the Songs-like fallback moves to the next album once the newest one's track goes missing. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>