Unverified50% confidenceTradeoffExact time
Approval thresholds that are too loose lead to loss of control, while thresholds that are too strict forfeit the benefits of automation—this is the core tension in Human-in-the-loop design.
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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