feat(discover): taste-targeted novelty bucket + rebalance toward discovery
test-go / test (push) Successful in 30s
test-go / integration (push) Successful in 4m38s

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>
This commit is contained in:
2026-07-13 18:16:04 -04:00
parent 772a52b23e
commit 7226dab9ff
8 changed files with 267 additions and 60 deletions
+11 -10
View File
@@ -130,17 +130,18 @@ type rankedCandidate struct {
// Pick kinds, persisted on playlist_tracks.pick_kind so plays can
// attribute skips to the population that sourced the track — For You's
// "taste engine missing" vs "freshness tax", Discover's three buckets
// (#1270). Values mirror the CHECK in migration 0039; the tier1-3
// values there land with the tiered-mix rebuilds.
// (#1270). Values mirror the CHECK in migration 0041; taste_unheard is
// Discover's taste-targeted-novelty arm (#1488).
const (
pickKindTaste = "taste"
pickKindFresh = "fresh"
pickKindDormant = "dormant"
pickKindCrossUser = "cross_user"
pickKindRandom = "random"
pickKindTier1 = "tier1"
pickKindTier2 = "tier2"
pickKindTier3 = "tier3"
pickKindTaste = "taste"
pickKindFresh = "fresh"
pickKindDormant = "dormant"
pickKindTasteUnheard = "taste_unheard"
pickKindCrossUser = "cross_user"
pickKindRandom = "random"
pickKindTier1 = "tier1"
pickKindTier2 = "tier2"
pickKindTier3 = "tier3"
)
// pickKindForSeedTier maps PickSeedArtists' seed-pool fallback tier