Sony and AMD formally announced "Project Amethyst," their collaboration to develop machine-learning technology to improve graphics and gameplay, in 2024. The partnership has already benefitted both companies: Cerny says Sony contributed to the development of AMD's FSR 4 and similar improvements are now trickling back to the PS5 Pro. Both companies' plans to improve everything from upscaling performance to energy efficiency could also pay further dividends in future consoles and GPUs.
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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。，这一点在safew官方下载中也有详细论述
2. 排序：将堆顶(最大值)与末尾交换，堆大小-1，重新调整堆