How I Build Production Multi-Agent Systems With CrewAI Flows

Last year I rebuilt a client's entire content pipeline three times. The first version was a single LangGraph graph with 14 nodes, and every time we needed to add a new step, I spent two days re-threading state through the whole thing. The second vers...