Agentic AI Reference Architecture

Human Oversight · Human role

Content Moderator

Human roleHuman OversightExperience & Human Oversightarc:ContentModerator

A human reviewer who assesses ambiguous or reported content against detailed content policies and makes final approve or block decisions with justification.

Responsibility. Decides borderline moderation cases using contextual and ethical judgment.

Also known as: Human moderator, Human reviewer

invokesevaluatesreceives escalation fromreceives escalation fromis evaluated byinvokesis configured byis constrained byFeedback Collector: invokesFeedback CollectorContent Safety Filter: evaluatesContent Safety FilterOutput Bias Detector: receives escalation fromOutput Bias DetectorModeration Triage Router: receives escalation fromModeration Triage RouterAnnotation Quality Monitor: is evaluated byAnnotation Quality MonitorModeration Review Console: invokesModeration Review ConsoleContent Moderation Policy: is configured byContent Moderation PolicyModerator Exposure Policy: is constrained byModerator Exposure Policy
Direct neighbourhood (hover for relationship types)

Relationships

is configured by structural

invokes dependency

receives escalation from dynamic

is constrained by control

evaluates assurance

is evaluated by assurance

Design guidance

Classification

Risks mitigated
Context-dependent bias missed by classifiersNovel harmful contentEvolving social norms

Sources

  1. Ch9.1: T. Nguyen, "Output Filtering and Content Moderation," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 9.1. ISBN: 9798244538229.
  2. Ch10.5: T. Nguyen, "Human-over-the-Loop," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 10.5. ISBN: 9798244538229.