STAGE 1: STARTUP & HEALTH STAGE 2: HARDWARE ROUTING STAGE 3: OUTCOME & STORAGE SPAWN :8000 CONFLICT OK 200 TAURI SHELL PYTHON BACKEND HEALTH CHECK FAILURE STATE HW ROUTER CUDA (NVIDIA) ROCm (AMD) MPS (APPLE) MLX (APPLE) CPU FALLBACK INFERENCE PIPE VOICE PROFILE SPEECH GEN AUDIO FX LOCAL STORAGE