feat(tuning): expose EnrichedTagScale in the tuning lab (#1520)

Promote the enriched-tag weight (#1490) from a taste.Config default into
the DB-backed tuning lab so operators can dial how much folksonomy tags
count vs raw ID3 genre (rule #25).

- Migration 0044: taste_tuning.enriched_tag_scale (DEFAULT 0.5, backfills
  the existing row).
- recsettings: TasteTuning gains the field; seeded/read/updated through
  reconcile + persistTaste; applyTastePatch validates it to [0,1]
  (generic non-half-life clamp) and diffTaste audits it; TasteConfig maps
  it into the profile build.
- API: tasteTuningResp exposes enriched_tag_scale.
- Web tuning card: a data-driven "Enriched tag weight" knob (0 = genre
  only). Tests: recsettings persist+range, web fixture field.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

internal/api/admin_recommendation_tuning.go

@@ -48,6 +48,7 @@ type tasteTuningResp struct {
 	EngagementHardSkip float64 `json:"engagement_hard_skip"`
 	EngagementNeutral  float64 `json:"engagement_neutral"`
 	EngagementFull     float64 `json:"engagement_full"`
+	EnrichedTagScale   float64 `json:"enriched_tag_scale"`
 }
 
 func tasteRespFrom(t recsettings.TasteTuning) tasteTuningResp {
@@ -56,6 +57,7 @@ func tasteRespFrom(t recsettings.TasteTuning) tasteTuningResp {
 		EngagementHardSkip: t.EngagementHardSkip,
 		EngagementNeutral:  t.EngagementNeutral,
 		EngagementFull:     t.EngagementFull,
+		EnrichedTagScale:   t.EnrichedTagScale,
 	}
 }
 

internal/db/dbq/models.go

@@ -568,6 +568,7 @@ type TasteTuning struct {
 	EngagementNeutral  float64
 	EngagementFull     float64
 	UpdatedAt          pgtype.Timestamptz
+	EnrichedTagScale   float64
 }
 
 type Track struct {

internal/db/dbq/recommendation_tuning.sql.go

@@ -10,7 +10,7 @@ import (
 )
 
 const getTasteTuning = `-- name: GetTasteTuning :one
-SELECT singleton, half_life_days, engagement_hard_skip, engagement_neutral, engagement_full, updated_at FROM taste_tuning WHERE singleton = true
+SELECT singleton, half_life_days, engagement_hard_skip, engagement_neutral, engagement_full, updated_at, enriched_tag_scale FROM taste_tuning WHERE singleton = true
 `
 
 func (q *Queries) GetTasteTuning(ctx context.Context) (TasteTuning, error) {
@@ -23,6 +23,7 @@ func (q *Queries) GetTasteTuning(ctx context.Context) (TasteTuning, error) {
 		&i.EngagementNeutral,
 		&i.EngagementFull,
 		&i.UpdatedAt,
+		&i.EnrichedTagScale,
 	)
 	return i, err
 }
@@ -120,9 +121,10 @@ UPDATE taste_tuning
        engagement_hard_skip = $2,
        engagement_neutral   = $3,
        engagement_full      = $4,
+       enriched_tag_scale   = $5,
        updated_at           = now()
  WHERE singleton = true
-RETURNING singleton, half_life_days, engagement_hard_skip, engagement_neutral, engagement_full, updated_at
+RETURNING singleton, half_life_days, engagement_hard_skip, engagement_neutral, engagement_full, updated_at, enriched_tag_scale
 `
 
 type UpdateTasteTuningParams struct {
@@ -130,6 +132,7 @@ type UpdateTasteTuningParams struct {
 	EngagementHardSkip float64
 	EngagementNeutral  float64
 	EngagementFull     float64
+	EnrichedTagScale   float64
 }
 
 func (q *Queries) UpdateTasteTuning(ctx context.Context, arg UpdateTasteTuningParams) (TasteTuning, error) {
@@ -138,6 +141,7 @@ func (q *Queries) UpdateTasteTuning(ctx context.Context, arg UpdateTasteTuningPa
 		arg.EngagementHardSkip,
 		arg.EngagementNeutral,
 		arg.EngagementFull,
+		arg.EnrichedTagScale,
 	)
 	var i TasteTuning
 	err := row.Scan(
@@ -147,6 +151,7 @@ func (q *Queries) UpdateTasteTuning(ctx context.Context, arg UpdateTasteTuningPa
 		&i.EngagementNeutral,
 		&i.EngagementFull,
 		&i.UpdatedAt,
+		&i.EnrichedTagScale,
 	)
 	return i, err
 }
@@ -209,8 +214,8 @@ func (q *Queries) UpdateWeightProfile(ctx context.Context, arg UpdateWeightProfi
 const upsertTasteTuningDefaults = `-- name: UpsertTasteTuningDefaults :exec
 INSERT INTO taste_tuning (
     singleton, half_life_days, engagement_hard_skip,
-    engagement_neutral, engagement_full
-) VALUES (true, $1, $2, $3, $4)
+    engagement_neutral, engagement_full, enriched_tag_scale
+) VALUES (true, $1, $2, $3, $4, $5)
 ON CONFLICT (singleton) DO NOTHING
 `
 
@@ -219,6 +224,7 @@ type UpsertTasteTuningDefaultsParams struct {
 	EngagementHardSkip float64
 	EngagementNeutral  float64
 	EngagementFull     float64
+	EnrichedTagScale   float64
 }
 
 func (q *Queries) UpsertTasteTuningDefaults(ctx context.Context, arg UpsertTasteTuningDefaultsParams) error {
@@ -227,6 +233,7 @@ func (q *Queries) UpsertTasteTuningDefaults(ctx context.Context, arg UpsertTaste
 		arg.EngagementHardSkip,
 		arg.EngagementNeutral,
 		arg.EngagementFull,
+		arg.EnrichedTagScale,
 	)
 	return err
 }

internal/db/migrations/0044_taste_tuning_enriched_tag_scale.down.sql

@@ -0,0 +1,2 @@
+-- Reverse 0044_taste_tuning_enriched_tag_scale.up.sql.
+ALTER TABLE taste_tuning DROP COLUMN IF EXISTS enriched_tag_scale;

internal/db/migrations/0044_taste_tuning_enriched_tag_scale.up.sql

@@ -0,0 +1,6 @@
+-- Expose EnrichedTagScale in the tuning lab (#1520). Adds the enriched-tag
+-- weight knob to the taste_tuning singleton so operators can dial how much
+-- folksonomy tags (#1490) count vs raw ID3 genre. DEFAULT 0.5 backfills the
+-- existing row and matches taste.DefaultConfig().EnrichedTagScale.
+ALTER TABLE taste_tuning
+    ADD COLUMN enriched_tag_scale double precision NOT NULL DEFAULT 0.5;

internal/db/queries/recommendation_tuning.sql

@@ -30,8 +30,8 @@ RETURNING *;
 -- name: UpsertTasteTuningDefaults :exec
 INSERT INTO taste_tuning (
     singleton, half_life_days, engagement_hard_skip,
-    engagement_neutral, engagement_full
-) VALUES (true, $1, $2, $3, $4)
+    engagement_neutral, engagement_full, enriched_tag_scale
+) VALUES (true, $1, $2, $3, $4, $5)
 ON CONFLICT (singleton) DO NOTHING;
 
 -- name: GetTasteTuning :one
@@ -43,6 +43,7 @@ UPDATE taste_tuning
        engagement_hard_skip = $2,
        engagement_neutral   = $3,
        engagement_full      = $4,
+       enriched_tag_scale   = $5,
        updated_at           = now()
  WHERE singleton = true
 RETURNING *;

internal/recsettings/patch.go

@@ -129,6 +129,8 @@ func applyTastePatch(current TasteTuning, patch map[string]float64) (TasteTuning
 			target = &next.EngagementNeutral
 		case "engagement_full":
 			target = &next.EngagementFull
+		case "enriched_tag_scale":
+			target = &next.EnrichedTagScale
 		default:
 			return current, nil, fmt.Errorf("%w: %q", ErrUnknownField, field)
 		}
@@ -174,5 +176,6 @@ func diffTaste(a, b TasteTuning) []fieldChange {
 	add("engagement_hard_skip", a.EngagementHardSkip, b.EngagementHardSkip)
 	add("engagement_neutral", a.EngagementNeutral, b.EngagementNeutral)
 	add("engagement_full", a.EngagementFull, b.EngagementFull)
+	add("enriched_tag_scale", a.EnrichedTagScale, b.EnrichedTagScale)
 	return out
 }

internal/recsettings/service.go

@@ -38,12 +38,14 @@ const (
 )
 
 // TasteTuning is the tunable subset of taste.Config: the engagement
-// half-life and the completion→engagement curve points.
+// half-life, the completion→engagement curve points, and the enriched-tag
+// weight (how much folksonomy tags count vs raw ID3 genre, #1520).
 type TasteTuning struct {
 	HalfLifeDays       float64
 	EngagementHardSkip float64
 	EngagementNeutral  float64
 	EngagementFull     float64
+	EnrichedTagScale   float64
 }
 
 // ShippedRadioWeights are the shipped radio-profile defaults (moved
@@ -86,6 +88,7 @@ func ShippedTasteTuning() TasteTuning {
 		EngagementHardSkip: d.Engagement.HardSkip,
 		EngagementNeutral:  d.Engagement.NeutralCompletion,
 		EngagementFull:     d.Engagement.FullCompletion,
+		EnrichedTagScale:   d.EnrichedTagScale,
 	}
 }
 
@@ -133,6 +136,7 @@ func (s *Service) reconcile(ctx context.Context) error {
 		EngagementHardSkip: st.EngagementHardSkip,
 		EngagementNeutral:  st.EngagementNeutral,
 		EngagementFull:     st.EngagementFull,
+		EnrichedTagScale:   st.EnrichedTagScale,
 	}); err != nil {
 		return fmt.Errorf("seed taste tuning: %w", err)
 	}
@@ -156,6 +160,7 @@ func (s *Service) reconcile(ctx context.Context) error {
 		EngagementHardSkip: tt.EngagementHardSkip,
 		EngagementNeutral:  tt.EngagementNeutral,
 		EngagementFull:     tt.EngagementFull,
+		EnrichedTagScale:   tt.EnrichedTagScale,
 	}
 	s.mu.Unlock()
 
@@ -205,6 +210,7 @@ func (s *Service) TasteConfig() taste.Config {
 		NeutralCompletion: t.EngagementNeutral,
 		FullCompletion:    t.EngagementFull,
 	}
+	cfg.EnrichedTagScale = t.EnrichedTagScale
 	return cfg
 }
 
@@ -301,6 +307,7 @@ func (s *Service) persistTaste(
 		EngagementHardSkip: t.EngagementHardSkip,
 		EngagementNeutral:  t.EngagementNeutral,
 		EngagementFull:     t.EngagementFull,
+		EnrichedTagScale:   t.EnrichedTagScale,
 	}); err != nil {
 		return fmt.Errorf("update taste tuning: %w", err)
 	}

internal/recsettings/service_test.go

@@ -182,6 +182,27 @@ func TestUpdateTaste_CurveOrderingEnforced(t *testing.T) {
 	}
 }
 
+func TestUpdateTaste_EnrichedTagScale(t *testing.T) {
+	pool := newPool(t)
+	s := newService(t, pool)
+	// In-range update persists into cache + the assembled taste config.
+	if err := s.UpdateTaste(context.Background(),
+		map[string]float64{"enriched_tag_scale": 0.8}); err != nil {
+		t.Fatalf("UpdateTaste: %v", err)
+	}
+	if got := s.Taste().EnrichedTagScale; got != 0.8 {
+		t.Errorf("Taste().EnrichedTagScale = %v, want 0.8", got)
+	}
+	if got := s.TasteConfig().EnrichedTagScale; got != 0.8 {
+		t.Errorf("TasteConfig().EnrichedTagScale = %v, want 0.8", got)
+	}
+	// Out of [0,1] rejects.
+	if err := s.UpdateTaste(context.Background(),
+		map[string]float64{"enriched_tag_scale": 1.5}); !errors.Is(err, ErrOutOfRange) {
+		t.Errorf("err = %v, want ErrOutOfRange for 1.5", err)
+	}
+}
+
 func TestReset_RestoresShippedAndAudits(t *testing.T) {
 	pool := newPool(t)
 	s := newService(t, pool)

web/src/lib/api/tuning.ts

@@ -20,6 +20,7 @@ export type TasteTuning = {
   engagement_hard_skip: number;
   engagement_neutral: number;
   engagement_full: number;
+  enriched_tag_scale: number;
 };
 
 export type TuningScope = 'radio' | 'daily_mix' | 'taste';

web/src/routes/admin/tuning/+page.svelte

@@ -36,7 +36,8 @@
     { key: 'half_life_days',       label: 'Half-life (days)', hint: "A play's influence halves every this-many days." },
     { key: 'engagement_hard_skip', label: 'Hard-skip point',  hint: 'Completion at/below which a play reads −1.' },
     { key: 'engagement_neutral',   label: 'Neutral point',    hint: 'Completion at which a play reads 0.' },
-    { key: 'engagement_full',      label: 'Full point',       hint: 'Completion at/above which a play reads +1.' }
+    { key: 'engagement_full',      label: 'Full point',       hint: 'Completion at/above which a play reads +1.' },
+    { key: 'enriched_tag_scale',   label: 'Enriched tag weight', hint: 'How much folksonomy tags (MusicBrainz/Last.fm) count vs raw file genre, in [0, 1]. 0 = genre only.' }
   ];
 
   const profileScopes: { scope: 'radio' | 'daily_mix'; label: string; blurb: string }[] = [

web/src/routes/admin/tuning/tuning.test.ts

@@ -36,6 +36,7 @@ const taste = (over: Partial<Record<string, number>> = {}) => ({
   engagement_hard_skip: 0.05,
   engagement_neutral: 0.3,
   engagement_full: 0.9,
+  enriched_tag_scale: 0.5,
   ...over
 });