本内容遵循CC 4.0 BY-SA版权协议 专注分享Java技术干货，包括多线程、JVM、Spring Boot、Spring Cloud、Intellij IDEA、Dubbo、Zookeeper、Redis、架构设计、微服务、消息队列、Git、面试题、最新动态、项目经验、鸿蒙开发等。 本文深入探讨Python智能体（Agent）在生产环境中应对 ...

computer use 这类需求，以前的做法是截图加坐标：拍一张界面图，让模型找按钮，算出位置，把鼠标挪过去点。 坐标不是按钮的属性，是这张图的属性。窗口挪一格、缩放变一下、列表滚一行，坐标就全废了，而且它不知道自己错了，照样按下去。 agent-desktop 换 ...

插件以 data.plugins.<目录名>.main 加载，同目录模块必须用相对导入。 不新增运行时依赖；aiohttp 由 AstrBot 提供。 配置项只允许 api_url 与 api_key。 URL 原样使用，不补路径、不跟随重定向、不重试。 docstring 即模型看到的工具描述；修改后同步 tests/balance_fixtures.py。

::: warning 关于本节代码的验证状态 Step 1 改写自 Reg 矢量计算概述 的官方示例。文档构建检查用于验证页面生成和站内链接， 不代表 API 示例已通过设备运行验证。所以请把它当作 结构正确的起点，而不是保证可运行的代码——第一次跑的时候对照报错逐步调整是正常的。

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