Unverified50% confidenceDecision RuleExact time
The automated permission review process adopts a "human in the loop" design, where automation is responsible for discovery and reminders, and the final decision on whether to remove permissions is made by the repository owner.
1
Sources
50%
Confidence
Long-term
Relevance
10/15/2026
First Seen
Sources
Related Entities
Related Claims
VerifiedHuman in the loop refers to forcibly pausing at critical decision nodes during automated task execution and requesting human confirmation, in order to prevent AI from performing irreversible operations.79% similarUnverifiedHuman-in-the-loop refers to retaining a human review or decision step at key nodes of an automated process, rather than letting the system complete it end-to-end autonomously.75% similarVerifiedAdopting a human-in-the-loop collaborative mode to introduce human checkpoints can avoid the "hallucination cascade" of error accumulation in purely automated generation, forming an iterative loop of generate–review–correct–continue.74% similarUnverifiedHuman-in-the-loop oversight is typically divided into three forms: pre-decision approval (Human-in-the-loop), in-process monitoring (Human-on-the-loop), and post-hoc review (Human-in-command), with decreasing levels of oversight intensity in that order.73% similarUnverifiedHuman-in-the-loop confirmation means requiring the user to explicitly tap to confirm high-risk actions such as payment, deletion, and sending, rather than relying on prompt constraints.72% similar
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