Unverified50% confidenceFactExact time
In chained tasks, any implicit failure at one step is inherited and amplified by subsequent steps, forming a silent propagation of errors.
1
Sources
50%
Confidence
Long-term
Relevance
9/30/2026
First Seen
Sources
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Related Claims
Unverified级联失败是指单次工具调用错误会污染后续上下文，导致模型在错误的中间状态上继续推理，最终使整个任务偏轨79% similarUnverifiedSilent failures originate upstream in the call chain and propagate downstream, a phenomenon referred to as the downstream amplification effect of silent failures.75% similarUnverifiedFor agentic workflows involving multi-step tool calls, even slight degradation at any single step can cause the final result to collapse, and without step-by-step evaluation it is nearly impossible to pinpoint the problematic stage.75% similarVerifiedMulti-step reasoning chain structures are vulnerable to cascading error propagation — if a tool call at one step returns an erroneous result, all subsequent steps will continue reasoning based on that incorrect premise.75% similar
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