Oversight Intensity Policy

Data artifactHuman OversightExperience & Human Oversightarc:OversightIntensityPolicy

A configuration that maps each agent's risk profile to its monitoring intensity, required intervention latency and review cadence, e.g., intensive monitoring for high-stakes agents and anomaly-only alerts for low-stakes agents.

Responsibility. Stratifies monitoring effort by agent risk profile.

Also known as: Risk-stratified monitoring, Oversight stratification by agent type

Direct neighbourhood (hover for relationship types)

Relationships

configures structural

Design guidance

SHOULD require intervention within minutes for high-stakes compliance or healthcare agents, periodic monitoring with exception escalation for moderate-stakes agents, and anomaly alerts with reactive investigation for low-stakes agents.

Quantitative guidance

As stated by the sources; verify before use.

Example cadence: high-oversight agents receive weekly systematic root cause analysis (Ch10.4).

Classification

Quality attributes: Cost efficiencySafety (ISO/IEC 25010 | NIST AI RMF: safe)
Risks mitigated: Over-monitoring low-risk agents while under-resourcing high-risk ones

Sources

Ch10.4: T. Nguyen, "Human-in-the-Loop," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 10.4. ISBN: 9798244538229.