> ## Documentation Index
> Fetch the complete documentation index at: https://launchdarkly-preview.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Agent Graphs: Taming Multi-Agent Architecture with LaunchDarkly

> Learn how to set up real-world agent workflows using AI Configs with battle-tested patterns for swapping models, monitoring, and framework integration.

> For the complete documentation index, see [llms.txt](/llms.txt). For the full documentation snapshot, see [llms-full.txt](/llms-full.txt).

<p class="publishedDate">
  <em>Published April 1, 2026</em>
</p>

<img src="https://files.buildwithfern.com/https://launchdarkly.docs.buildwithfern.com/docs/3393fbd458add4f785b27d00b3e2f78f7c72d90959b8b6c10f2ced7c8192ab03/assets/images/authors/scarlettattensil.png" alt="Portrait of Scarlett Attensil." class="authorAvatar" />

<p class="authorName">
  by Scarlett Attensil
</p>

## Overview

Wrestling unruly AI agents? This tutorial walks through setting up a real-world agent workflow using AI Configs. You'll learn battle-tested patterns for taming multi-agent architecture.

## Agent Graphs: Taming Multi-Agent Architecture

<iframe width="560" height="315" src="https://www.youtube.com/embed/XBIpTwb_KC4" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen />

## What you'll learn

* Swapping models on the fly without redeploying
* Real-time monitoring of your agent workflows
* Integrating with frameworks like LangGraph and Strands
* Building maintainable multi-agent systems

## Next steps

For the full written tutorial with code examples, read [Beyond n8n for Workflow Automation: Agent Graphs as Your Universal Agent Harness](/tutorials/agent-graphs).

Check out the [code repo on GitHub](https://github.com/launchdarkly-labs/devrel-agents-tutorial) to follow along.