Agentic AI Reference Architecture

Model Adaptation · Data store

Intent Failure Log

Data storeModel AdaptationModelsarc:IntentFailureLog

A store of failed intent inferences paired with the intents eventually established through clarification or escalation.

Responsibility. Records intent blind spots as training data for intent coverage expansion.

Also known as: Clarification log

is read byis written byData Curator: is read byData CuratorClarification Manager: is written byClarification Manager
Direct neighbourhood (hover for relationship types)

Relationships

is read by dependency

is written by dependency

Classification

Patterns
Data flywheel
Quality attributes
Maintainability (ISO/IEC 25010)
Risks mitigated
Persistent intent coverage gaps

Sources

  1. 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.