Respect the hardware
Memory checks and render settings account for the limits of the Mac running the model.
Generative audio · macOS / Independent product
Generate instrumental and vocal tracks on Apple Silicon, then preview, manage, and export the results in one native app.

The engineering challenge
Music generation is a sustained, memory-heavy workload. A useful creative app has to accommodate real hardware limits without making the user configure the model runtime.
Memory checks and render settings account for the limits of the Mac running the model.
Prompts, duration, vocals, and export options are organized around making a track.
Generation, preview, project management, and audio export belong in the same workspace.
End-to-end product engineering: connecting model capabilities to usable interfaces, managing processing state and failures, and preparing a release. The platform and workflow here are specific to this product; a business integration would have its own data, permissions, and acceptance checks.
My role: product design, engineering, model integration, and release work. This is an independent product, not a client engagement.
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