Verified65% confidenceTradeoffExact time
In multi-step agent scenarios, a parameter error in an early step may only manifest as an erroneous outcome many steps later, and the cost of remediation is often far greater than the cost of prevention.
3
Sources
65%
Confidence
Long-term
Relevance
7/24/2026
First Seen
Sources
AI Agent高危操作人工审批：如何设计可靠的Human-in-the-Loop机制
redditr/LangChain7/12/2026
Related Claims
UnverifiedIn multi-step tasks, small errors at individual steps accumulate progressively into a snowball effect, where errors in early steps contaminate the input context of subsequent steps77% similarVerifiedWhen an autoregressive model produces an erroneous intermediate conclusion early in the reasoning chain, it causes subsequent steps to accumulate errors, forming an error accumulation effect.76% similarUnverified在控制论中，多步骤任务中小错误叠加放大的现象被称为误差传播（Error Propagation）76% similarVerifiedTask planning errors in an Agent can lead to cascading failures, where an early decision error is continuously amplified in subsequent steps.75% similar
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