Unverified50% confidenceTradeoffExact time
In multi-agent collaborative systems, each agent can only see the output handed to it by the previous agent and cannot directly verify its authenticity, and erroneous or hallucinated output may be adopted and amplified by downstream agents, forming an error chain.
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50%
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Long-term
Relevance
10/11/2026
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Related Claims
UnverifiedWhen multiple Agents form a collaborative network, 'hallucination contagion' may occur, where erroneous information generated by one Agent is accepted as fact by another Agent and further reasoned upon, causing errors to propagate through the network.80% similarUnverifiedIn multi-Agent collaboration, when the output of one Agent becomes the input of another Agent, the uncertainty at any single link is amplified.74% similarUnverifiedThe reviewer role in multi-agent collaboration is typically implemented as an independent Agent instance, running in isolation from the code-generating Agent to avoid confirmation bias.73% similarUnverified多Agent系统相比单一大模型让每个Agent专注单一职责、便于独立调试和替换，错误不会级联扩散71% similarUnverifiedAssigning a unique identifier to each Agent resolves the risk that multiple Agents sharing the same set of credentials makes it impossible to identify the responsible party.71% similar
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