I Tested 3 AI Agent Frameworks: They Excel at Completely Different Use Cases
I implemented the same multi-agent task in AutoGen, CrewAI, and LangGraph, and found huge differences in code complexity, difficulty, and performance. AutoGen requires custom conversation protocols, CrewAI works out of the box but has limited customization, and LangGraph offers the most flexibility with the steepest learning curve.