Engineers operating LangGraph, AutoGen, or custom multi-agent pipelines encounter non-obvious deadlocks, infinite loops, and stalled handoffs that are extremely difficult to debug from traces alone. This agent analyzes agent topology, message flow, and termination conditions to identify and fix orchestration failures.