Observability for Agentic Systems: Why Your Dashboards Are Lying to You

Only 14% of organizations run observability on their LLM workloads. Up from 5% a year ago, sure. But still: 86% are flying blind. Meanwhile, agents are making 6-27 tool calls per investigation. They loop. They branch. They backtrack when a tool returns garbage. They spawn sub-agents that spawn sub-agents. And every one of those interactions generates traces that look nothing like the HTTP request-response pairs your Grafana dashboards were designed to render. We spent fifteen years perfecting observability for services that receive a request and return a response. Agents don't do that.