Unverified50% confidenceSolutionExact time
为应对LLM输出的非确定性，常见策略包括引入Human-in-the-Loop机制在关键节点人工审批，以及使用沙盒环境隔离智能体运行时
1
Sources
50%
Confidence
Long-term
Relevance
8/29/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedHuman-in-the-Loop的异步等待需要幂等性设计，网络故障可能导致审批回调被重复投递，系统必须识别并安全忽略重复决策信号72% similarUnverifiedThe "Human-in-the-Loop" (HITL) principle in AI safety requires setting up manual checkpoints at critical decision nodes.71% similarVerifiedIn production-grade Agent systems, Human-in-the-Loop (human supervision nodes) is regarded as a necessary safety valve that pauses the loop at critical decision points to await human confirmation.70% similarUnverified该项目通过Hook（钩子）机制捕获智能体运行过程中的关键事件，采用非侵入式接入方式69% similarUnverified在关键节点设置人工确认关卡（Human-in-the-Loop）是稳定交付项目的关键68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/817152API
curl https://kongchang.com/api/v1/knowledge/claims/817152MCP
get_claim(id=817152)