Big Data Technology & Architecture

Jul 8, 2026 · Artificial Intelligence

Key Evaluation Criteria for Data‑Driven AI Agents

The article outlines a practical framework for assessing data‑centric AI agents, highlighting challenges such as nondeterminism, black‑box behavior, and error amplification, and proposes concrete dimensions—result correctness, semantic consistency, query quality, security, and explainability—to ensure zero‑tolerance accuracy and reproducibility.