The Sample Foundry: turns a track URL into separated stems ready for sampling, replacing the manual yt-dlp → demucs → Audacity dance. - engine/ — pure-ish, importable steps (model/fetch/separate); heavy work shells out to dedicated venvs so the engine runs under system python3 - separate.py = pluggable backend REGISTRY: demucs (engine1, live) + roformer (engine2, stubbed) behind one --backend interface - foundry.py — CLI driver (fetch/sep/catch/list/backends/serve), tide.py-style - server.py — stdlib GUI backend with job-progress + HTTP Range (audio seek) - ui/index.html — self-contained GUI in the armada Ship's Bridge tokens; stems colour-coded by role (bass/drums/other/vocals) - tests/ — 10 unit tests on the pure parts (slug, info-parse, argv, registry) - README — workflow, engine1→engine2 roadmap incl. Roformer hyperparams + 6GB VRAM caveat, phase-2 loop-finder charter, UX surface Validated end-to-end on the Loituma test catch.
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