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大模型是目前智能体大脑的最优选择,因为大模型的万亿参数压缩了人类积累的海量知识,拥有强大的模式识别和生成能力,是处理包括语言在内的多种非结构化数据的万能接口,拥有不错的泛化能力构成处理各类任务的基础。而以OpenAI o1/DeepSeek R1为代表的新一代推理模型为智能体的发展进一步助推:加强的推理能力带来更强的任务分解和规划,更好地自检和纠错,也令智能体对工具的使用可以更加准确。

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Simmons, who worked in elementary education before becoming an author in the 1980s, produced a broad portfolio of writing that spanned several genres, including horror fiction, historical fiction, and science fiction. Often, his books included elements of all of these. This obituary will focus on what is generally considered his greatest work, and what I believe is possibly the greatest science fiction novel of all time, Hyperion.