Voice-in/voice-out server for the Shop Bob machine shop assistant. STT (faster-whisper), LLM (Ollama), TTS (Piper) with sentence-level audio streaming over WebSocket for low-latency responses. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>