Agentic AI Reference Architecture

Observability & Evaluation · Software component

Evaluation Report Publisher

Software componentObservability & EvaluationObservability & Evaluationarc:EvaluationReportPublisher

A reporting component that formats evaluation metrics, baseline comparison and regression alerts into a summary posted where reviewers see it, such as a pull-request comment.

Responsibility. Publishes evaluation verdicts and metric comparisons to change reviewers.

Also known as: PR comment reporter

receives data fromis invoked byreceives data fromsends data toEvaluation Harness: receives data fromEvaluation HarnessContinuous Integration Runner: is invoked byContinuous Integration R…Regression Gate: receives data fromRegression GateRelease Approver: sends data toRelease Approver
Direct neighbourhood (hover for relationship types)

Relationships

is invoked by dependency

receives data from dynamic

sends data to dynamic

Design guidance

Classification

Technologies
GitHub APIactions/github-script
Quality attributes
Transparency and accountability (NIST AI RMF: accountable and transparent)

Sources

  1. Ch3.1B: T. Nguyen, "Implement Evaluation Pipelines and Task Benchmarks - Guided Practice," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 3.1B. ISBN: 9798244538229.