Agentic AI Reference Architecture

Observability & Evaluation · Data artifact

Behavioral Baseline

Data artifactObservability & EvaluationObservability & Evaluationarc:BehavioralBaseline

A statistical, multivariate profile of an agent's (or customer's) normal operational characteristics, such as decision distributions, confidence, latency and transaction patterns, against which deviations are judged.

Responsibility. Captures what normal behaviour looks like for anomaly detection.

Also known as: Behavioral fingerprint, Adaptive baseline

is read byis produced byAgent Behavior Anomaly Detector: is read byAgent Behavior Anomaly D…Behavioral Baseline Builder: is produced byBehavioral Baseline Buil…
Direct neighbourhood (hover for relationship types)

Relationships

is read by dependency

is produced by lifecycle

Classification

Quality attributes
Maintainability (ISO/IEC 25010)
Risks mitigated
Brittle static thresholdsAlert floods from outdated baselines

Sources

  1. Ch10.4: T. Nguyen, "Human-in-the-Loop," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 10.4. ISBN: 9798244538229.