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- Replace faster-whisper with wyoming-mlx-whisper (whisper-large-v3-turbo, MLX Metal GPU) STT latency: 8.4s → 400ms for short voice commands - Add Qwen3.5-35B-A3B (MoE, 3B active params, Q8_0) to Ollama — 26.7 tok/s vs 5.4 tok/s (70B) - Add model preload launchd service to pin voice model in VRAM permanently - Fix HA tool calling: set commands.native=true, symlink ha-ctl to PATH - Add pipeline benchmark script (STT/LLM/TTS latency profiling) - Add service restart buttons and STT endpoint to dashboard - Bind Vite dev server to 0.0.0.0 for LAN access Total estimated pipeline latency: ~27s → ~4s Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>