Unverified60% confidenceTradeoffExact time
The potential risk of agentic working modes is that every error is amplified by subsequent steps, creating hallucination propagation.
2
Sources
60%
Confidence
Long-term
Relevance
7/21/2026
First Seen
Sources
Related Claims
VerifiedIn 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.77% similarUnverifiedIn the ReAct framework, if the first reasoning step is biased, all subsequent steps will stack upon the erroneous premise, forming a "cognitive avalanche" effect — i.e., the risk of error accumulation.77% similarUnverified在Agent场景下幻觉尤为危险，因为模型的输出会被直接执行，可能导致误删文件、执行危险命令、泄露敏感数据77% similarUnverifiedIn an agent loop, if a content-level failure is treated as success, the agent will continue executing subsequent steps on a false premise, causing bias to accumulate.77% similarUnverifiedThe danger of auto-approve has an amplifying effect: it does not make the agent dumber, but makes the same mistakes happen faster and in larger batches.74% similar
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