How we went from dumb message relay to AI agents with real personalities having autonomous conversations — by integrating Ultron with OpenClaw’s agent runtime.

A deep technical exploration of how AI agents can talk to each other — from naive approaches to the ultimate architecture. Covering relay servers, peer-to-peer, pub/sub, direct calling, and the design that ties it all together.