Agentic AI Reference Architecture

Experience · Software component

Exhaustive Audit Explanation View

Software componentExperienceExperience & Human Oversightarc:ExhaustiveAuditExplanationView

A layered explanation view exposing complete decision logs, timestamps, data versions, evaluated policy rules, full feature attributions and demographic decision statistics for audit.

Responsibility. Exposes complete decision records and group-level statistics for compliance auditing.

Also known as: Compliance auditor interface, Compliance mode, Expert mode, Exhaustive logs tier

Variant of Layered Explanation View abstract

When to choose. Choose for expert analysts and compliance or regulatory auditors conducting deep audits or fairness reviews of high-stakes decisions.

readsreceives data fromis invoked byalternative toalternative tospecializesAudit Log Store: readsAudit Log StoreFairness Monitor: receives data fromFairness MonitorAI Auditor: is invoked byAI AuditorIntermediate Explanation View: alternative toIntermediate Explanation…Summary Explanation View: alternative toSummary Explanation ViewLayered Explanation View: specializesLayered Explanation View
Direct neighbourhood (hover for relationship types)

Relationships

is invoked by dependency

reads dependency

receives data from dynamic

alternative to variability

Design guidance

Classification

Patterns
Protected-class filteringAutomatic disparate-impact highlighting
Quality attributes
Transparency and accountability (NIST AI RMF: accountable and transparent)Fairness (NIST AI RMF: fair, harmful bias managed)
Risks mitigated
Undetected discriminatory patternsExplainability illusion from checkbox compliance documentation
Frameworks & regulations
GDPR explanation rightsFair lending regulations

Sources

  1. 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.