Agentic AI Reference Architecture

Model Adaptation · Data store

Misclassified Case Store

Data storeModel AdaptationModelsarc:MisclassifiedCaseStore

A store of production cases where a rule-based decision differed from the later-confirmed outcome, with the facts and rules involved.

Responsibility. Accumulates confirmed decision errors as input for rule refinement.

Also known as: Discrepancy cases, Failure cases

is read byis written byCase-Based Rule Refiner: is read byCase-Based Rule RefinerRule Outcome Monitor: is written byRule Outcome Monitor
Direct neighbourhood (hover for relationship types)

Relationships

is read by dependency

is written by dependency

Sources

  1. Ch5.11: T. Nguyen, "Rule-Based Decision Making Fundamentals," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 5.11. ISBN: 9798244538229.