---
id: 20260228-T0-13
title: "AI 代理上线前行为不可预测"
title_en: "AI Agents Exhibit Unpredictable Pre-Launch Behavior"
url: https://ai.daily.yangsir.net/daily/20260228-T0-13
issue_date: 2026-02-28
publish_date: 2026-02-26T04:28:00.000Z
source_name: "LangChain Blog"
source_url: https://blog.langchain.com/you-dont-know-what-your-agent-will-do-until-its-in-production/
---

# AI 代理上线前行为不可预测

传统软件的监控方法无法适用于 AI 代理，因其输入无限且行为具有非确定性。文章指出，需通过对话质量评估代理性能，利用生产环境中的运行轨迹持续优化。开发者需构建新的监控框架，以应对 AI 代理的复杂性。

## English Version

**AI Agents Exhibit Unpredictable Pre-Launch Behavior**

Traditional software monitoring methods are inadequate for AI agents due to their infinite inputs and non-deterministic behavior. The article highlights the need to evaluate agent performance through conversation quality and continuously optimize using production run trajectories. Developers must build new monitoring frameworks to handle AI agent complexity.

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**来源**：[LangChain Blog](https://blog.langchain.com/you-dont-know-what-your-agent-will-do-until-its-in-production/)

**详情页**：https://ai.daily.yangsir.net/daily/20260228-T0-13

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