How to Build an AI Agent That Actually Understands Your Cloud Infrastructure

Every AI agent tutorial starts the same way: connect an LLM to some tools, send a prompt, get a response. It works in the. It falls apart in production. The reason is simple. Most tutorials teach you how to call an AI API. They don’t teach you how to build a system that can reliably operate in the real world - where things already exist, where changes have consequences, and where failures happen at the worst possible time. This post is different. I’m going to walk you through the architecture of an AI agent that can actually manage cloud infrastructure. Not the “hello world” version.