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minstrel/internal/db/migrations/0041_discover_taste_unheard.down.sql
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bvandeusen 7226dab9ff
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feat(discover): taste-targeted novelty bucket + rebalance toward discovery
The 2-week metrics review found Discover beating the manual baseline on
skip rate — which for a discovery surface means it plays it safe. On a
single-user server it's effectively dormant + crude-random, and the
per-user taste profile (taste_profile_tags, #796) went unused (#1254 gap).

Add a fourth Discover candidate bucket, ListTasteUnheardTracksForDiscover:
unheard / non-liked / non-quarantined tracks ranked by summed taste-tag
weight over tracks.genre (split like the radio tag_overlap arm), md5
tiebreak. Its picks are stamped pick_kind = 'taste_unheard' (migration
0041 widens the CHECK on playlist_tracks + play_events, rule #36).

Rebalance the slot allocation 40/30/30 → taste_unheard 35 / dormant 30 /
cross_user 20 / random 15, and lead the interleave with taste_unheard so
a track shared with another bucket keeps the taste stamp and the
targeted-novelty arm stays measurable. Metrics label "Taste-matched" +
order entry added to the single server-side pickKindLabels map, so web
and Android surface the new breakdown row with no client change.

Cold start (empty taste_profile_tags) yields an empty taste bucket that
redistributes to the survivors, so Discover still fills.

Scribe #1488. Companion review outcomes: Songs-like starvation already
fixed (#1255); For You v2 ratified as-is (fresh-injection cost disproven).
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-13 18:16:04 -04:00

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SQL

-- Reverse 0041_discover_taste_unheard.up.sql.
--
-- Null out any rows stamped with the new value before shrinking the
-- CHECK back to the 0039 vocabulary, or the ADD CONSTRAINT would fail
-- on existing 'taste_unheard' rows (mirrors 0039's down).
UPDATE play_events SET pick_kind = NULL WHERE pick_kind = 'taste_unheard';
UPDATE playlist_tracks SET pick_kind = NULL WHERE pick_kind = 'taste_unheard';
ALTER TABLE playlist_tracks
DROP CONSTRAINT playlist_tracks_pick_kind_check;
ALTER TABLE playlist_tracks
ADD CONSTRAINT playlist_tracks_pick_kind_check
CHECK (pick_kind IN (
'taste', 'fresh',
'dormant', 'cross_user', 'random',
'tier1', 'tier2', 'tier3'
));
ALTER TABLE play_events
DROP CONSTRAINT play_events_pick_kind_check;
ALTER TABLE play_events
ADD CONSTRAINT play_events_pick_kind_check
CHECK (pick_kind IN (
'taste', 'fresh',
'dormant', 'cross_user', 'random',
'tier1', 'tier2', 'tier3'
));