使用 Arize Phoenix 追蹤與評估你的 smolagents 智慧代理
Original: Trace & Evaluate your Agent with Arize Phoenix
The recently launched `smolagents` from Hugging Face is an AI agent framework that emphasizes being lightweight and code-centric (Code…
Hugging Face 發表指南，介紹如何將其輕量級 Agent 框架 `smolagents` 與開源 LLM 觀測平台 Arize Phoenix 整合。透過 OpenTelemetry 標準，開發者可以輕鬆追蹤 Agent 的決策步驟、工具調用與 LLM 互動。此整合不僅能可視化複雜的 Agent 工作流，還能進行系統化的效能評估，有效解決 Agent 開發中「黑盒子」與難以除錯的痛點。
The recently launched `smolagents` from Hugging Face is an AI agent framework that emphasizes being lightweight and code-centric (Code Agent). However, as the number of steps an agent executes grows and the tools it calls become more complex, understanding what is happening inside the agent's decision-making process and evaluating its performance becomes a primary challenge for developers.
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