Replace preprocessor+runAgentLoop with runPipeline in both device.ts (WebSocket) and goals.ts (REST). The pipeline orchestrates: deterministic parser (stage 1) -> LLM classifier (stage 2) -> lean UI agent (stage 3). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>