Human Oversight · Software component

Moderation Review Console

Software componentHuman OversightExperience & Human Oversightarc:ModerationReviewConsole

A review interface presenting a queued content item with the original query, proposed response, multi-classifier scores and highlighted concerning passages, and capturing the moderator's decision and justification.

Responsibility. Presents queued content for moderator decision and records the outcome.

Also known as: Borderline case moderator interface

is invoked byreadsinvokeswritesContent Moderator: is invoked byContent ModeratorModeration Review Queue: readsModeration Review QueuePrecedent Case Retriever: invokesPrecedent Case RetrieverModeration Label Dataset: writesModeration Label Dataset
Direct neighbourhood (hover for relationship types)

Relationships

invokes dependency

is invoked by dependency

reads dependency

writes dependency

Design guidance

Classification

Patterns
Detected vs not-detected policy indicatorsAlternative interpretations with confidencesPrecedent case display

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.