Table of Contents
The Moment That Changed Everything
What It Actually Is
The Setup Nobody Believes Is This Simple
Focused Sessions — One Agent, One Mission
We connected Claude to multiple tools n our tech stack via MCP. It found >$100K/month in waste, investigated incidents faster than our senior engineers, and sparked an AI agent ecosystem that changed how a 20-person team operates. Here's the full story.
Table of Contents
The Moment That Changed Everything
What It Actually Is
The Setup Nobody Believes Is This Simple
Focused Sessions — One Agent, One Mission

Series: AI-Native SRE Table of Contents The Problem Every On-Call Engineer...

The moment I realized AI coding assistants were broken I was building a side project — a...

How we went from $0 to $100K/month in coding agent spend, and the budget controls that saved us.

February 2026. One sentence from a coworker woke up a development life that had been asleep for...

I’ve been experimenting with Claude Code to go beyond “AI as a copilot” and instead simulate a small...

Meta Description: A deep technical breakdown of how AI coding agents like Claude Code and OpenAI...