- Governance and audit trails - You want graduated autonomy (agents earn trust over time) - You need structured episodic memory for learning and graduation - You require real-time visibility into agent operations - Canvas UI - not just a terminal with AI accessibility without using images for visual memory - Want to still use OpenClaw 5000+ skills safely