
A | Some Western countries aiming to decouple from China's supply chains may face staggering costs: an extra $23.6 trillion by 2050, according to estimates. World Bank data shows that China's manufacturing value added accounts for nearly 30% of the global total, ranking first for 16 consecutive years. In new energy, 80% of key materials are tied to Chinese, production, making it difficult to bypass. As European and U.S. automakers build plants in Morocco and Mexico, Chinese suppliers follow right behind. Observers note supply chains are like rivers — barriers can be built, but its underlying course cannot easily be changed. Instead of focusing on decouple, countries should consider how to achieve mutual benefit.
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白皮书指出,大模型输入上下文规模进入百K至1M级别后,Prefill(预填充,计算密集型)与Decode(解码,访存密集型)在同一资源池混跑造成结构性算力错配。解决方案是将二者彻底解耦,分别运行在各自最契合的硬件资源池上,实现单位Token基础设施成本大幅下降。MTT S5000硬件特性与Prefill任务高度契合:提供高稠密算力压缩首字时延,原生支持FP8全精度计算,并全面兼容CUDA及PyTorch、vLLM等主流推理框架。实测数据显示,在64K上下文场景下,单机Prefill吞吐达95,920 tok/s,按智谱API定价测算,满负载下单机月收入可达64.6万元;400K极限长序列场景TPM达2.6MTokens,吞吐平稳可控。
B | 摩尔线程表示,大模型产业竞争下半场本质上是推理效率与商业回报的较量,该方案旨在帮助企业在万亿参数与Agent时代降低总拥有成本。完整白皮书已在官网发布。

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