Human Oversight · Software component

Reviewer Fatigue Monitor

Software componentHuman OversightExperience & Human Oversightarc:ReviewerFatigueMonitor

A monitoring component that tracks human reviewer session duration and rising override rates on straightforward cases, suggesting breaks or role transitions before fatigue-induced errors occur.

Responsibility. Detects human reviewer performance degradation.

Also known as: Mutual performance monitoring (AI-to-human), Human fatigue detector

monitors; sends data toreceives telemetry fromHuman Approver: monitors; sends data toHuman ApproverApproval Review Console: receives telemetry fromApproval Review Console
Direct neighbourhood (hover for relationship types)

Relationships

receives telemetry from dynamic

sends data to dynamic

monitors assurance

Quantitative guidance

As stated by the sources; verify before use.

Classification

Patterns
Mutual performance monitoring
Quality attributes
Safety (ISO/IEC 25010 | NIST AI RMF: safe)Reliability (ISO/IEC 25010 | NIST AI RMF: valid and reliable)
Risks mitigated
Fatigue-induced human review errors

Sources

  1. Ch10.2: T. Nguyen, "Proactive Agents," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 10.2. ISBN: 9798244538229.