https://www.hansking.cn/blog A posts created with Next.js and Tailwind.css en-us admin@hansking.cn (HANS) admin@hansking.cn (HANS) Sun, 22 Jun 2025 10:00:00 GMT https://www.hansking.cn/blog/2026/ComputerUse-liu-lan-qi-cao-zuo-de-zhuang-tai-ji-she-ji https://www.hansking.cn/blog/2026/ComputerUse-liu-lan-qi-cao-zuo-de-zhuang-tai-ji-she-ji [{"value":"Computer Use：浏览器操作的状态机设计","url":"#computer-use浏览器操作的状态机设计","depth":1},{"value":"一、把浏览器任务建模成状态机","url":"#一把浏览器任务建模成状态机","depth":2},{"value":"二、观察结果要包含语义和版本","url":"#二观察结果要包含语义和版本","depth":2},{"value":"三、动作应该是受限的工具集合","url":"#三动作应该是受限的工具集合","depth":2},{"value":"四、等待不能靠固定 sleep","url":"#四等待不能靠固定-sleep","depth":2},{"value":"五、表单填写要分为填充和提交","url":"#五表单填写要分为填充和提交","depth":2},{"value":"六、动作结果要重新观察","url":"#六动作结果要重新观察","depth":2},{"value":"七、导航和域名必须受限","url":"#七导航和域名必须受限","depth":2},{"value":"八、失败恢复要区分可重试和不可重试","url":"#八失败恢复要区分可重试和不可重试","depth":2},{"value":"九、高风险动作必须人工确认","url":"#九高风险动作必须人工确认","depth":2},{"value":"十、评测看任务结果和动作过程","url":"#十评测看任务结果和动作过程","depth":2},{"value":"总结：浏览器操作首先是状态管理","url":"#总结浏览器操作首先是状态管理","depth":2}] Sun, 22 Jun 2025 10:00:00 GMT admin@hansking.cn (HANS) AILLMComputer UseAgent浏览器自动化 https://www.hansking.cn/blog/2026duo-mo-tai-Agent-rang-mo-xing-du-tu-du-biao-du-ping-mu https://www.hansking.cn/blog/2026duo-mo-tai-Agent-rang-mo-xing-du-tu-du-biao-du-ping-mu [{"value":"多模态 Agent：让模型读图、读表、读屏幕","url":"#多模态-agent让模型读图读表读屏幕","depth":1},{"value":"一、先区分三类多模态任务","url":"#一先区分三类多模态任务","depth":2},{"value":"1. 视觉问答","url":"#1-视觉问答","depth":3},{"value":"2. 视觉结构化","url":"#2-视觉结构化","depth":3},{"value":"3. 视觉行动","url":"#3-视觉行动","depth":3},{"value":"二、图像预处理决定模型能不能看清","url":"#二图像预处理决定模型能不能看清","depth":2},{"value":"三、表格不能只当成一张图片","url":"#三表格不能只当成一张图片","depth":2},{"value":"四、结构化输出要有证据和校验","url":"#四结构化输出要有证据和校验","depth":2},{"value":"五、屏幕理解的关键是状态，不是坐标","url":"#五屏幕理解的关键是状态不是坐标","depth":2},{"value":"六、Agent 要知道什么时候自己不确定","url":"#六agent-要知道什么时候自己不确定","depth":2},{"value":"七、评测多模态 Agent 要测整条链路","url":"#七评测多模态-agent-要测整条链路","depth":2},{"value":"八、我最后留下的工程原则","url":"#八我最后留下的工程原则","depth":2}] Tue, 19 May 2026 10:00:00 GMT admin@hansking.cn (HANS) AILLM多模态AgentComputer Usetop