Production Observability for Multi-Agent AI (with KAOS + OTel + SigNoz)

Multi-agent AI systems introduce unpredictable latency, tool calls, and agent delegation that traditional logging cannot explain. This guide shows how to instrument agentic systems using OpenTelemetry, enabling traces, logs, and metrics across distributed agents. Using KAOS on Kubernetes with SigNoz, you’ll learn how to monitor LLM calls, track delegation chains, propagate trace context, and debug production AI workflows.