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
Relationships
invokes dependency
is invoked by dependency
reads dependency
writes dependency
Design guidance
- SHOULD highlight concerning passages so moderators need not read entire harmful messages.
- MUST record each decision with its justification so it can feed filter updates.
Classification
- Patterns
- Detected vs not-detected policy indicatorsAlternative interpretations with confidencesPrecedent case display
Sources
- 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.
- 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.