Maintains a registry of agent runs and outputs across every coding agent the user works with (Claude Code, Cursor, Codex, Aider, Gemini CLI, Windsurf). Triggers on "list agents", "show recent runs", "agent status", "what's in flight", "find that run from yesterday". Reads from ./runs/ and ~/.vibe-coding/runs/, provides search, tagging, and outcome tracking. Writes runtime patterns and lessons back to ~/ai-doctrine.md so every tool benefits from the user's accumulated agent operating experience.
