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Agent Graphs: Taming Multi-Agent Architecture with LaunchDarkly

Published April 1, 2026

Portrait of Scarlett Attensil.

by Scarlett Attensil

Overview

Wrestling unruly AI agents? This tutorial shows you how to set up a real-world agent workflow using AgentControl configs. You’ll learn battle-tested patterns for taming multi-agent architecture.

AI Configs are called AgentControl configs

LaunchDarkly AI Configs have been rebranded as AgentControl and AgentControl configs. Some references in this topic may be outdated.

Agent Graphs: Taming Multi-Agent Architecture

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.

Check out the code repo on GitHub to follow along.