Code Your AI Superpower: Building a Robust Framework from Scratch

Building a Framework for AI Behavior The Problem of Duplicated Configuration If you've ever run the same app in multiple environments, you know the pain of duplicated configuration. Agent swarms have the same problem: the moment you try multiple orchestrators, your agent definitions start living in different formats. Prompts drift. Model settings drift. A "small behavior tweak" turns into archaeology across repos. Why AI Behavior Isn't Code AI behavior isn't code. Prompts aren't functions. They change too often and too experimentally to be hard-wired into orchestrator code. This is where a centralized configuration management system comes in – think of it as a shared brain for your agents, storing all the knowledge they need to operate. Introducing AI Configs LaunchDarkly AI Configs lets you treat agent definitions like shared configuration instead. Define them once, store them centrally, and let any orchestrator fetch them. Update a prompt or model setting in the LaunchDarkly UI, and