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How we proceed with SampleBrain

Goal

Turn SampleBrain into a reproducible, genre-aware sample analysis system without committing audio or local state.

Phase 1 – Stabilize (now)

  • Repo hygiene (.gitignore enforced)
  • PROJECT_META.md as single source of truth
  • Deterministic feature extraction only (no ML training yet)

Phase 2 – Validate

  • Weak ground truth from filenames & folders
  • BPM / Key confidence reports
  • Error buckets (half/double BPM, key ambiguity)

Phase 3 – Genre Profiles

  • Per-genre config (Techno, Cinematic, LoFi…)
  • Seeds + thresholds, not heavy ML
  • Optional embeddings later

Rule

No model training before validation passes.