Agentic AI Reference Architecture

Model Adaptation · Data artifact

Annotated Trace Dataset

Data artifactModel AdaptationModelsarc:AnnotatedTraceDataset

A dataset of reasoning steps labeled correct or incorrect with explanatory annotations, used to train verifiers and refine prompts.

Responsibility. Supplies labeled reasoning steps for verifier training and prompt refinement.

Also known as: Labeled reasoning steps

is read byis written byFine-Tuning Pipeline: is read byFine-Tuning PipelineTrace Annotation Console: is written byTrace Annotation Console
Direct neighbourhood (hover for relationship types)

Relationships

is read by dependency

is written by dependency

Classification

Patterns
Trace-based learning

Sources

  1. Ch3.6: T. Nguyen, "Trace Analysis and Execution Debugging," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 3.6. ISBN: 9798244538229.