From deep
research to
real-world
impact.
从深度研究
到现实落地。
We build high-performance AI systems, publish cutting-edge research, and ship real products — from wafer-scale inference engines to intelligent rental agents. Partnering with the UK Government, NHS, Harvard, Tencent, and more to push what AI can do.
我们构建高性能 AI 系统、发表前沿研究、打造真实产品——从晶圆级推理引擎到智能租房 Agent。与英国政府、NHS（英国国家医疗服务体系）、哈佛、腾讯等深度合作，拓展 AI 的边界。
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WaferLLM
WaferLLM is the first wafer-scale LLM inference system, designed for a next-generation AI accelerator with hundreds of thousands of cores, tens of gigabytes of distributed on-chip memory, and tens of PB/s on-chip bandwidth. It introduces novel parallel strategies and kernel implementations that achieve orders-of-magnitude performance improvements over GPU-based systems.WaferLLM 是首个晶圆级 LLM 推理系统，面向集成数十万 AI 核心、数十 GB 分布式片上内存和数十 PB/s 片上带宽的新型 AI 加速器。在新型 AI 芯片上实现超越 NVIDIA 数百倍的性能。
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BioVLM
BioVLM is a cost-efficient scientific domain vision-language model that surpasses GPT-5.2 on biological research tasks. Developed in collaboration with Harvard Medical School and Edinburgh's Roslin Institute, it uses automated rich-text data synthesis from raw PDF papers to train a domain-specialized VLM — with the entire pipeline costing less than $200.BioVLM 是低成本自动化训练的生物领域最强图表专家 VLM，超越 GPT-5.2。与哈佛医学院、爱丁堡罗斯林研究所合作，通过自动化富文本数据合成从 PDF 论文直接训练领域专精 VLM，全流程成本低于 $200。
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AI4Whisky
AI4Whisky is a collaboration with the Scottish Government, the University of Edinburgh, and ICBD to help whisky distilleries calculate their carbon emissions and receive tailored reduction recommendations. Scotland's whisky industry generated £710 million in added value in 2022, and the sector aims for net-zero emissions by 2040 — but most small and medium distilleries lack the resources for proper carbon footprint assessment.AI4Whisky 与苏格兰政府、爱丁堡大学、ICBD 合作，用 AI 帮威士忌酒厂算碳排放、给减排建议。苏格兰威士忌产业 2022 年为英国创造 £7.1 亿增加值，占苏格兰食品饮料出口的 74%，目标是 2040 年前实现净零排放——但大量中小酒厂缺乏能力做碳足迹评估。
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