Let's Do DevOps

Let's Do DevOps

🔥The Orchestrator Pattern - Turning CLAUDE.md Into an Autonomous Agent Team Pipeline🔥

aka, make robots do the damn sdlc

Kyler Middleton's avatar
Kyler Middleton
May 19, 2026
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This blog series focuses on presenting complex DevOps projects as simple and approachable via plain language and lots of pictures. You can do it!

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Hey all,

In the last series I wrote for LDD, we built an agentic Slack bot on AWS AgentCore. The architecture, MCP tools, memory, deployment. If you missed it, start here:

AWS AgentCore Agentic Slack Bot - Full Architecture and Code (1/4)🔥

AWS AgentCore Agentic Slack Bot - Full Architecture and Code (1/4)🔥

Kyler Middleton
·
Feb 3
Read full story

That series ended with a teaser about multi-agent orchestration. This is that series. We’re going to teach Claude Code to develop the bot itself. Implement features, review its own code, deploy to DEV, and test the live bot via Slack. All from a single prompt.

ChatGPT has gotten so SNAZZY since I used it last, these diagrams are amazing

This first article covers the orchestrator pattern: how one CLAUDE.md file coordinates five agents through a full development pipeline, and how we codified our entire SDLC into config files that Claude Code follows autonomously.

If you want to skip the words and see the code, go here:

Orchestrator claude.md

Specialized Agent files

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