3 June 2026 · 37 min read
Why I Stopped Using Multi-Agent Frameworks (And What Replaced Them)
After 18 months of building with AutoGen, CrewAI, and LangGraph, I replaced all of them with explicit decomposition and deterministic orchestration. Here is why, and what to use instead.
AI agents multi-agent frameworks architecture opinion