feat(taste): phase 2a — apply the taste profile via a TasteMatch scoring term (#796)
The profile built in phase 1 now changes what gets surfaced. Adds a TasteMatch term to the weighted-shuffle score so candidates are re-ranked by their fit to the user's learned taste (positive draws toward it; negative reflects passive avoidance; 0 at cold start). - recommendation/score.go: ScoringInputs.TasteMatchScore ([-1,+1]) + ScoringWeights.TasteWeight + the term in Score. - recommendation/taste.go: LoadTasteProfile reads the taste_profile_* tables; TasteProfile.Match blends the candidate's artist weight (0.7) and avg genre-tag weight (0.3), each tanh-squashed by a fixed scale so one outlier artist can't compress the rest. Unknown artist/tags and empty profiles → 0 (neutral). - candidates.go: both candidate loaders set TasteMatchScore per candidate, so every Score caller (system playlists incl. You-might-like, radio) becomes taste-aware automatically. - weights: systemMixWeights.TasteWeight = 1.5 (daily mixes are the primary taste surface); config.RecommendationConfig gains taste_weight (default 1.0, lighter — radio is seed-directed) wired into the radio handler. - tests: pure (Match curve incl. saturation/clamp/empty-neutral, Score term add+subtract) + DB round-trip (seed taste rows → Match positive). All green vs real Postgres; existing playlist/radio tests unaffected (empty profile → zero taste effect). Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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@@ -148,6 +148,11 @@ var systemMixWeights = recommendation.ScoringWeights{
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JitterMagnitude: 0.1,
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ContextWeight: 0.5,
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SimilarityWeight: 1.5,
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// Taste profile (#796 phase 2): the daily mixes are the primary
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// taste-driven surface, so they lean on it. TasteMatchScore is in
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// [-1,+1], so 1.5 makes a strong taste fit comparable to a like boost
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// while passive avoidance (negative) gently demotes.
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TasteWeight: 1.5,
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}
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// forYouHeadN is the number of top-scored tracks that anchor the For-You
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