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77e5a4982b v3 library: growth-edge "practice next" recommender — P3 (#704)
* v3 library: growth-edge "practice next" recommender — P3

The "Keep practicing" shelf stops being recency-only: a new GET
/api/library/practice-suggestions ranks started-but-unmastered songs by
difficulty-appropriateness x mastery-proximity (the growth edge - the
mid-difficulty, closest-to-mastery material where practice pays off
fastest), and the shelf sources it instead of filtering /api/stats/recent.

- Score = difficulty band fit (your 1-5 rating; unrated degrades to the
  middle band so the shelf works before any ratings exist) x proximity
  to the 0.9 mastery threshold. Read-only - never writes difficulty.
- A shelf click opens the closest-to-mastery arrangement.
- Per-arrangement difficulty and seed-from-authored intentionally NOT
  faked: there is no authored/derived difficulty on songs yet (the
  feedpak difficulty spec is unmerged) and the personal rating is
  per-song - both revisit when that field lands.

9 endpoint tests. tailwind.min.css regenerated (generated file - on a
merge conflict, re-run scripts/build-tailwind.sh).

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Nm7tHs1Yvjjtnnu4nzJgdN

* fix(v3): deterministic tiebreak (filename) in practice-next ordering (PR #704 review)

Add r["filename"] as the final sort component so suggestions with equal
growth_score and equal/None last_played_at order deterministically instead
of by SQLite's unordered agg.items() scan.

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

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Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: byrongamatos <xasiklas@gmail.com>
2026-07-02 13:31:19 +02:00
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2026-06-16 18:47:13 +02:00
2026-06-16 18:47:13 +02:00
2026-07-02 00:35:24 +02:00