feat(recommendation): For You exploration attribution — taste vs fresh picks
Milestone #127 step 2 (#1249). For You deliberately blends two populations — a head of top-scored taste picks and a tail sampled from deeper ranking (the freshness injection) — but the metrics judged it as one blob, so its skip rate couldn't distinguish "the taste engine is missing" from "the freshness tax is too high". That number decides the exploration share before we tune it. - Migration 0038: nullable pick_kind ('taste'|'fresh') on both playlist_tracks (stamped at snapshot build) and play_events (frozen at play-ingestion — the snapshot rebuilds daily, so attribution cannot be reconstructed at read time). - Builder: pickHeadAndTail marks head=taste / tail=fresh; the small-pool fallback is all taste (top-N-by-score IS the taste mechanism). Other variants persist NULL. - Ingestion: for_you plays (live + offline replay) look the track up in the user's current snapshot; not found → unattributed, never guessed. - Metrics: For You's row gains a breakdown (taste / fresh / earlier unattributed plays), parent row stays the sum; web card renders the sub-rows indented with the same baseline deltas + low-data dimming. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01TsF3cNoKrqCYsU78cXC8U6
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@@ -24,11 +24,27 @@ ORDER BY started_at DESC
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LIMIT 1;
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-- name: InsertPlayEvent :one
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-- pick_kind is non-NULL only for source='for_you' plays whose track was
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-- found in the user's live For You snapshot at ingestion time (#1249).
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INSERT INTO play_events (
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user_id, track_id, session_id, started_at, client_id, source
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) VALUES ($1, $2, $3, $4, $5, $6)
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user_id, track_id, session_id, started_at, client_id, source, pick_kind
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) VALUES ($1, $2, $3, $4, $5, $6, sqlc.narg(pick_kind)::text)
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RETURNING *;
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-- name: GetForYouPickKindForTrack :one
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-- Looks a track up in the user's CURRENT For You snapshot and returns
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-- its pick_kind ('taste'/'fresh'). Used at play-ingestion time to
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-- freeze exploration attribution onto the play_event — the snapshot is
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-- rebuilt daily, so attribution can't be reconstructed at read time
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-- (#1249). No row = track not in today's snapshot (caller stores NULL).
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SELECT pt.pick_kind
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FROM playlist_tracks pt
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JOIN playlists p ON p.id = pt.playlist_id
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WHERE p.user_id = $1
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AND p.system_variant = 'for_you'
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AND pt.track_id = $2
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LIMIT 1;
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-- name: UpdatePlayEventEnded :one
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-- Closes a play_event by id with the given ended_at, duration, and skip flag.
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-- completion_ratio is computed from duration_played_ms and the track duration
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