[alexchansg]

Interesting approach to agent knowledge. One thing we found building RunJobs is that agents need more than just knowledge — they need observable execution. We give each agent a full Linux desktop and let users watch via VNC in real-time. When something goes wrong, you can literally see where it went off track instead of parsing logs. Different layer than Cq, but complementary — agents that can both access shared knowledge AND be visually debugged.