The Layers Beneath A2A: Notes From Running a Live Multi-Agent Society

This content explores the challenges of running live multi-agent systems beyond message routing (A2A) and tool access (MCP) protocols. The author identifies failures in the "gaps between messages" and context continuity, highlighting semantic drift as a critical unsolved challenge in multi-turn LLM dialogues.