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其次,大模型没有天然的执行能力,需要辅以智能体工程来将意图转化为实际操作。工具调用是当前最主流的方式,大模型根据任务需求,生成结构化的函数调用指令,由智能体框架解析后执行相应操作,比如调用天气API、数据库查询、发送邮件等;另一种方式是模拟人类操作,通过视觉识别和模拟操作来"看屏幕、点按钮、填表单"来完成任务,近期大火的豆包手机就是这样完成智能体操作;对于更复杂的任务,智能体还可以配置代码解释器(Code Interpreter / Sandbox),让模型编程运行,这可以极大的扩展智能体的行动边界。

电影《伊万的童年》(1962)

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I remember the first time I remembered a smell. This was remembering to the extent that it stopped me in my tracks, taking me back to a specific moment, a specific place and a specific feeling. The smell was that of a bike shop. Mainly rubber, with notes of oil and plastic and a strong hint of sheer excitement. In that instant I was about 10 years old, in Bache Brothers Cycles at Lye Cross, near Stourbridge, in the West Midlands. My grandad was next to me, with the shop man. I was getting a bike for my birthday.,更多细节参见safew官方版本下载

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