Beyond 'It Works': Building Rigorous Evaluation Layers for LLM Agents

As LLM agents move into production, simple manual testing becomes a liability. This article reveals why evaluation must span three distinct layers—conversation quality, orchestration logic, and retrieval accuracy—and shares the pragmatic framework that avoids tool churn while catching failures before they reach users.