FunTester

Sep 27, 2026 · Artificial Intelligence

Why AI Agents Silently Fail: A Three-Layer Evaluation Framework

This article explains why AI Agents produce plausible but incorrect outputs, introduces a three-layer evaluation framework (deterministic rules, fact verification, model-based quality review), and provides a practical one-week startup plan using golden datasets, isolated test runs, and score thresholds to ensure reliable Agent outputs.