AI Agent Monitoring: How to Observe Autonomous AI Agents in Production

AI agent monitoring — also called LLM observability — is the practice of collecting, analysing, and acting on telemetry data generated by LLM calls and the autonomous agents built on top of them. Think of it as traditional APM, but purpose-built for AI workloads. A modern AI agent is not a static API call. It's a dynamic, multi-step reasoning system that may: Plan and decompose subtasks autonomously Call external tools (web search, code execution, APIs) Retrieve documents via Retrieval-Augmen...