Unverified50% confidenceFactExact time
早期多智能体框架 LangGraph 采用外部图编排模式，将工作流抽象为有状态的有向无环图（DAG），AutoGen 以对话式多智能体为核心
1
Sources
50%
Confidence
Long-term
Relevance
7/22/2026
First Seen
Sources
Related Claims
UnverifiedLangGraph uses a directed acyclic graph (DAG) to define Agent workflows, AutoGen (Microsoft) focuses on multi-agent conversational collaboration, and Alibaba's open-source Qwen-Agent is deeply adapted to the domestic large model ecosystem.79% similarVerifiedFrameworks such as LangGraph, AutoGen, and CrewAI have validated multi-agent orchestration capabilities at the engineering level79% similarUnverifiedCurrent mainstream multi-agent frameworks such as LangGraph, AutoGen, and CrewAI all rely to varying degrees on the central orchestrator pattern.77% similarVerifiedLangGraph is based on the directed graph (DAG) concept, supports cyclic execution, conditional routing, and state persistence, and is suitable for building complex Agents with multi-step reasoning.76% similar
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