#crewai

Four agent frameworks, four different bets. The honest comparison — what each gets right, where each leaks, and the decision tree for picking one (or composing several).

Crews, Flows, and the dual-layer architecture that lets CrewAI hold its own against LangGraph in 2026 — when role-based composition is the right abstraction and when it isn't.