Breaking the Spaghetti Pattern: Refactoring AI Agent Orchestration at Scale

As AI agent systems grow, poorly structured orchestration architectures become unmaintainable and expensive—the author's team burned millions of Claude tokens on failures. This post demonstrates how applying state machines and centralized message bus patterns transforms chaotic, multi-layered dispatch logic into clean, predictable workflows.