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- A Practical Guide to AI Agent Evaluation Toolchains
A Juejin tutorial organizes AI agent and application evaluation into four approaches: manual review, custom scripts, evaluation frameworks, and managed platforms. It compares tools including Promptfoo, DeepEval, LangSmith, RAGAS, and Langfuse, while advising teams to define datasets, metrics, and scorers before selecting execution tools. The article also warns about licensing, judge-model costs, vendor lock-in, and the limits of automating poorly defined evaluations.
掘金 · 人工智能 · 🔥 5
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