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The browser handles interactive editing. Fastify handles requests and project records. Python workers run audio models on NVIDIA L4 GPUs. Hosted models prepare briefs, lyrics, patterns and artwork.

Components

Connections

Audio submissions return job IDs so the API can keep serving other requests. Progress reaches clients through NDJSON or status reads. Completed model output becomes a saved master, candidate take or set of stems. Concurrency covers scheduling. Inference covers the work inside each GPU replica.