A human-in-the-loop pattern assigns a person a specific decision, evidence view, and response window. Merely adding a confirmation button does not guarantee effective oversight.

Human-in-the-Loop Is a Defined Decision Role

An escalation policy identifies triggers, urgency, responsible people, evidence package, and fallback. Sending every problem to a generic inbox is not a functioning safety control.

Escalation Routes Uncertainty to the Right Human

Reviewers can be overloaded, anchored by model confidence, or habituated to false alarms. Interfaces and routing should give calibrated evidence, meaningful alternatives, and manageable review volume.

Human Oversight Has Cognitive Limits

In this situation—reviewing a high-impact grant recommendation before release—which choice best applies “Human-in-the-Loop Is a Defined Decision Role”?

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