Unverified60% confidenceDecision RuleExact time
When an Agent has low confidence in a decision it should proactively trigger human intervention, while directly passing through high-confidence routine operations.
2
Sources
60%
Confidence
Long-term
Relevance
7/14/2026
First Seen
Sources
AI Agent人在回路（HITL）设计：风险分级与最佳实践
Related Claims
UnverifiedLarge language model-driven Agents perform implicit confidence assessments when making decisions, and when confidence is high they tend to shorten the action chain and skip verification steps.79% similarUnverifiedTasks with clear processes and decomposable steps are suitable for Agents to complete autonomously, while scenarios requiring subjective judgment or with extremely low tolerance for errors still require human intervention.77% similarUnverifiedWhen Agent results deviate, the completeness of the context should be examined rather than rushing to adjust the prompt.75% similarUnverifiedWhen an agent's basis for judgment is insufficient and its confidence falls below a threshold, human intervention should be introduced, which is a risk-based dynamic review.75% similarUnverifiedIf a large language model is left entirely to make decisions autonomously, the results of an agent are often poor.75% similar
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