Multi-Agent Orchestration: Correlating AKS and Azure OpenAI

Chapter 4: Multi-Agent Orchestration So far the series has built two separate things: in post 1, an agent that talks to AKS via aks-mcp to diagnose the cluster; in posts 2 and 3, a watchdog that watches TPM consumption on Azure OpenAI and decides how urgent an alert should be. Both are useful on their own. Together, they still leave the first SRE question hanging in the air: when token consumption jumps out of nowhere, did somebody deploy something? In most teams that answer still lives in two browser tabs and one annoyed human. ...

July 21, 2026 · 6 min · Ricardo Martins