Unverified50% confidenceFactExact time
The interaction modes of multi-agent systems are generally divided into two paradigms: centralized orchestration and decentralized negotiation.
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9/11/2026
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UnverifiedWhen evaluating multi-Agent collaboration frameworks, one should first examine two things: the control flow (who makes decisions) and the topology (who communicates with whom).78% similarUnverifiedControl flow is divided into two types: centralized (unified scheduling) and decentralized (autonomous negotiation among Agents).75% similarUnverifiedThe mainstream multi-agent collaboration modes in the industry include Hierarchical, Peer-to-Peer, and Sequential.70% similarUnverifiedThe multi-agent debate mode (adversarial collaboration) can effectively reduce the bias and hallucinations of a single model, improving the accuracy and comprehensiveness of outputs.66% similarUnverified将任务拆分给专职subagent并通过对抗性角色形成质量门控，是学术界称为多智能体辩论（Multi-Agent Debate）的策略，已被多项研究证明能提升输出准确性65% similar
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