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Run a static portrait service without a GPU:
For Python integration examples, use the example lockfile in a separate environment. Installer dependency locks can be regenerated with python scripts/lock-gpu.py. The service uses one worker per active session. Local GPU, playback, and native LiveKit paths have been exercised; long duration, multi GPU, Cloud provider, and TEN runtime validation remain incomplete.