Verified90% confidenceFactTime unknown
In multi-Agent scenarios, hallucination problems are cascadingly amplified: the erroneous output of one Agent may become the input of the next, causing errors to accumulate continuously throughout the chain.
6
Sources
90%
Confidence
Long-term
Relevance
6/1/2026
First Seen
Sources
多Agent应用实战：从零构建AI多智能体协作工作流
bilibiliseekskyworld
Related Entities
Related Claims
UnverifiedMulti-agent systems significantly amplify the uncertainty of LLMs; one agent's hallucination can contaminate the entire pipeline, making observability and error isolation design particularly critical77% similarUnverifiedThe potential risk of agentic working modes is that every error is amplified by subsequent steps, creating hallucination propagation.77% similarUnverified在并行多Agent场景下，单个代理的幻觉输出若未被及时纠正，可能通过文件依赖关系产生级联污染的放大效应76% similarUnverifiedIn multi-agent systems, when multiple agents execute in series, output deviations from upstream agents are amplified by downstream agents, leading to error propagation.74% similarUnverifiedIn multi-step Agent loops, errors in intermediate steps propagate and amplify in the form of contaminated context, producing an error cascade phenomenon.74% similar
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