{"timestamp": "2026-01-22T16:13:41.159557", "category": "user_preference", "context": "Atomizer UX architecture decision - January 2026", "insight": "NO DASHBOARD API - Use Claude Code CLI as the primary interface. The user (engineer) interacts with Atomizer through: (1) Claude Code chat in terminal - natural language, (2) CLI commands like atomizer intake/gate/finalize, (3) Dashboard is for VIEWING only (monitoring, reports), not for configuration. All study creation, validation, and management goes through Claude Code or CLI.", "confidence": 1.0, "tags": ["architecture", "ux", "cli", "dashboard", "claude-code"]}