Who’s monitoring the agents?

Agent frameworks like CrewAI, AutoGen, and LangGraph are increasingly running real production workflows.

Teams still lack clear visibility into agent behavior, decision paths, latency, costs, and data movement.

Hidden loops, subtle errors, and data leakage can slip through when logs and traces are the only tools.

The article argues for stronger observability to safely operate multi-agent AI systems at scale.