Agentic AI Reference Architecture

Human Oversight · Data store

Data Quality Review Queue

Data storeHuman OversightExperience & Human Oversightarc:DataQualityReviewQueue

A holding store of documents or records flagged by automated checks (warnings, near-threshold duplicates, medium-confidence PII, stale content) awaiting human review before acceptance or remediation.

Responsibility. Holds flagged content pending human quality review.

Also known as: Human review queue, Flagged content queue, Quarantine

is written byis written byis written bysends data tois written byis written byis written byContent Deduplicator: is written byContent DeduplicatorDocument Quality Filter: is written byDocument Quality FilterDocument PII Redactor: is written byDocument PII RedactorData Quality Reviewer: sends data toData Quality ReviewerContent Freshness Monitor: is written byContent Freshness MonitorData Quality Gate: is written byData Quality GateKnowledge Base Auditor: is written byKnowledge Base Auditor
Direct neighbourhood (hover for relationship types)

Relationships

is written by dependency

sends data to dynamic

Classification

Patterns
Human-in-the-loop data review
Quality attributes
Reliability (ISO/IEC 25010 | NIST AI RMF: valid and reliable)Transparency and accountability (NIST AI RMF: accountable and transparent)
Risks mitigated
Suspicious content silently entering the knowledge base

Sources

  1. Ch6.4: T. Nguyen, "Data Quality Fundamentals," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 6.4. ISBN: 9798244538229.
  2. Ch10.1: T. Nguyen, "Conversational UI," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 10.1. ISBN: 9798244538229.