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。
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For many of us, it's been a long, cold winter. Sometimes, changing your physical environment can help with regaining some feel-good vibes. Fortunately, you can have your AI assistant of choice kick in with a "feel good" mode, turning on a pre-made playlist of joyful tunes, turning on mood lighting, or playing your favorite sitcom episodes on the TV. A combination of smart plugs, lights, and gadgets could help change the vibe.
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