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A/B studio — legacy vs $50K analog chain

Render a track through the new studio chain (PolyBLEP oscillators + Moog ladder + SSL bus comp + plate reverb + tape sat + 10-stage master bus), compare against the currently-shipping audio via 3× Gemini consensus. Only promotes the studio version if it beats legacy by prefer_legacy_delta (default 0.3) on overall score.

The studio chain summary

The chain models a $50,000 hardware studio:

  1. Oscillators — PolyBLEP saw / square / triangle, supersaw (JP-8000 style), wavetable v2 with morphing, hard-sync, analog drift
  2. Filters — Moog ladder (LPF24, via Pedalboard’s LadderFilter), state-variable, MS-20, Steiner-Parker, vactrol LPG (Buchla)
  3. Modulation — LFO with 7 shapes, DUSG (Serge slope), envelope follower, S&H, slew limiter, sidechain keyer, ModMatrix
  4. Effects — BBD chorus, plate reverb (EMT-140), spring reverb, tape sat v2 with wow/flutter, transformer (Neve) sat, tube (12AX7) sat, phaser, flanger
  5. Master bus — 10 stages, 5 presets (see below)

Eligibility

The A/B runner only acts on tracks with sound_class ∈ {synth-pure, synth-ambient, mechanical-ambient}. Organic content (purrs, bird calls) doesn’t benefit from analog modeling — it benefits from real recordings (see elevenlabs-sfx and freesound pipelines).

Parameters

  • track_id — catalog track id to A/B
  • judge_runs (3, must be odd) — Gemini consensus runs per candidate
  • prefer_legacy_delta (0.3) — studio must beat legacy by this delta on the overall score to promote
  • studio_preset — override the auto-selected mastering preset

Decision matrix

OutcomeAction
studio_avg ≥ legacy_avg + 0.3 AND studio_ships ≥ 2 of 3Promote studio
studio_avg ≥ legacy_avg + 0.1 AND studio_ships ≥ 2 of 3Keep legacy (tiebreaker)
studio_ships < 2 of 3Keep legacy (didn’t ship at all)
Both fail consensusFlag for human review

Cost + runtime

  • 3 judges × 2 candidates × ~$0.04 ≈ $0.30 / track
  • 5 minutes wall-clock typical (Gemini latency + sometimes retries)

When to reach for it

  • A catalog synth track is shipping at quality < 9/10
  • The DSP rendering hasn’t changed but the studio chain has
  • You suspect the legacy version is “fine but flat” — the studio chain adds analog warmth, harmonic richness, depth from reverb