Meituan Technology Team
Aug 6, 2026 · Artificial Intelligence
A Deep Dive into Agent Evaluation: From Basics to Advanced Practices
This article explains why evaluating AI agents requires more than answer correctness, outlines a four‑layer evaluation framework (result, process, efficiency, risk), compares short‑ and long‑horizon agents, and presents a practical methodology that combines objective and subjective metrics, rubric binary‑ization, case management, and infrastructure requirements for scalable, repeatable agent testing.
AI AgentAgent EvaluationEvaluation Framework
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