AI Evaluation Metrics Explained: From Precision@K and Recall@K to Reliable Agents

An AI system can produce a convincing answer and still retrieve the wrong evidence, invent a fact, misuse a tool, expose sensitive information, or fail to complete the task. Evaluation makes those fai