Agentic AI Reference Architecture

Model Adaptation · Data artifact

Critique-Revision Dataset

Data artifactModel AdaptationModelsarc:CritiqueRevisionDataset

A supervised training dataset pairing harm-eliciting prompts with principle-aligned revised responses produced by self-critique and revision.

Responsibility. Holds revised responses used to fine-tune the model.

Also known as: SL-CAI revision data

is read byis produced byFine-Tuning Pipeline: is read byFine-Tuning PipelineCritique-Revision Generator: is produced byCritique-Revision Genera…
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is produced by lifecycle

Sources

  1. Ch9.5: T. Nguyen, "Constitutional AI," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 9.5. ISBN: 9798244538229.