[KongchangAI]
Unverified50% confidenceTradeoffExact time

If the approval threshold is too loose, control is lost; if too strict, the benefits of automation are lost — the true balance is letting the Agent handle the vast majority of processes while inserting lightweight human confirmation only at critical decision nodes.

1
Sources
50%
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

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