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Best Agentic Frameworks in 2026: When to Use LangGraph, CrewAI, LlamaIndex, Pydantic AI, or No Framework

Most agent framework debates skip the first question: Do you need a framework at all? For one agent calling one or two tools, I would usually skip LangGraph, CrewAI, AutoGen, and most orchestration layers. Raw model call

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