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无问芯穹夏立雪：智能体带来Token分层，国产芯片适配效果明显提升_我的网站

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一 | “今年上半年公司Token调用量7个月增长40倍，其中95%以上的推理任务来自智能体（Agent）需求。” 在2026WAIC期间，无问芯穹CEO夏立雪在接受澎湃新闻记者等媒体采访时表示，目前无问芯穹已在全国纳管16种不同架构芯片、合计3.7万P算力，过去一年已将推理成本降低至十分之一，未来全链路协同下仍有90%成本下降空间。

二 | University institutions all over the world are interested in ambitious applicants and always help students adapt to a new place. They are welcomed. Young academics who have chosen education in Russia have shared their experience of studying abroad. They talked about their achievements and how their life and work at South Ural State University (SUSU) is arranged.,Dr. Bagaleu Uday from Warangal, India Came to Russia in 2018,© Bagaleu Uday/Personal archiveBagaleu Uday Bagaleu Uday © Bagaleu Uday/Personal archive,I have been living in Chelyabinsk for three and a half years now. After defending my thesis in chemical engineering at the National Institute of Technology Warangal, India, I decided to continue my research in another country. And when I heard about the latest Russian developments in the field of biotechnology, I had a burning desire to work at SUSU.,For a scientist, moving to another country is a great opportunity to raise his scientific work to a higher level. I learned a lot in the field of food and biotechnology and can now compete with strong researchers. Moreover, because of the education and experience I gained in India, I have been offered an interesting job in the field of packaging material development.,Now I am a senior researcher at the SUSU Department of Food and Biotechnology. This year alone, I have had four publications in Scopus magazine (Scopus is a unified international scientific database - ed. note Sputnik). It was also a great achievement for me to win the young scientist competition. I won a three-year grant to develop a double food-enriching emulsion.,To be honest, I never had any acute feelings about leaving my country. In fact, I consider Chelyabinsk my second home. As long as I work or do my research, I feel comfortable here. My instructor and lab colleagues are always there for me, whether it's my work or just a walk through the city. Furthermore, SUSU launched English-language programs last year. The language will help in traveling abroad to build up my research work. I think science is the only field where people from all the countries can work together to make progress around the world. Science knows no borders.,Uvindu Wijeweera, Postgraduate Student, President of the South Ural Association of International Students and Alumni,I come from Sri Lanka, but I have been studying at SUSU for seven years: I completed my bachelor's and master's degrees in political theory and now I am a postgraduate student in my final year. My research work and future career are closely connected with history. And I am very interested in studying and analyzing the development of other countries, it is very important for a political scientist. Even as a child, I read a lot about Russian literature and, of course, in the end I wanted to see everything with my own eyes. My parents also inspired me to go to another country: my father received part of his education abroad.,In addition to a good political science education, my university invests in the recreation, sports, and social life of its students. I think this is an especially important point for humanitarian professionals on their way to harmonious and well-rounded development, and it is also of great interest to students from other countries. When I came to SUSU, they helped me adapt: they helped me to understand everyday problems and to get acquainted with the culture and classmates. Many foreigners study in English programs or study the first year in Russian at a preparatory faculty. By the way, most of the guys from other countries have never seen winter. It was in Chelyabinsk that I saw snow for the first time in my life.,The experience of working at the international student association has helped me a lot in my studies and academics. Political science is a public science, often public and communication-driven, so a leadership position has proven to be a good place to practice my communication skills.,In general, it seems to me that going through one of the stages of education abroad is a good decision for today's student. This is a great opportunity to get to know a new culture and country. Talent is appreciated in all corners of the planet, and if you have the desire to develop in big steps, the desire to work at the international level, it is worth thinking about discovering this huge world for yourself as early as possible: start from your desires and choose the best of the options.,South Ural State University English-Taught Programs,The official Telegram channel of South Ural State University。夏立雪认为，当前AI行业的核心矛盾从未改变：需求是指数级增长，芯片供给的增长是线性的，单纯堆芯片已经追不上需求增速。“大家不是觉得AI没用，是觉得它有点贵——这本身就是供不应求的信号，如果供大于求，大家只会觉得它没用。” 过去三年推理成本的下降，已经带动了第一批场景落地；他判断未来全行业仍有至少90%的成本下降空间，来源不只是单点技术优化，而是全链路协同：跨域异构集群的资源池化、PDD等新架构的普及，以及场景端的需求分层。

三 | 夏立雪认为，真正的生产力应该是“资源规模×Token生产效率×Token转化为生产力的效率”。目前全行业还在共创价值衡量指标，本质是计量每个Token产生的实际经济价值，推动行业从“按Token数量计费”转向“按最终价值计费”。据了解，今年上半年，无问芯穹Token增量几乎全部来自Agent。“95%以上的推理任务跑的都是智能体相关任务，不管是直接服务大模型厂商，还是直接服务垂类客户，最终需求都来自Agent落地。”夏立雪表示，目前代码生成、文娱营销、基础设施运维、具身智能、制造、电力、法律等行业都已经在大规模使用AI。针对行业普遍关注的Token标准化问题，夏立雪明确判断：Token必然分层，且分层已经在发生。未来会出现面向高端复杂任务的高价值Token，也会有面向简单场景的高性价比Token。这种分层直接带动了过去一年国产芯片的落地进展。他坦言，国产芯片适配效果的明显提升，一半来自技术端解决了跨集群调度、负载均衡等问题，更核心的原因是Agent带来了任务分层：智能体会派生大量不同复杂度的子任务，不需要所有任务都跑在最高端的芯片上，国产芯片可以承担自己擅长的任务，不用再“硬扛”最复杂的大模型训练负载。 “不同芯片各有侧重，都能在价值金字塔里找到自己的位置，不用浪费资源杀鸡用牛刀。” 夏立雪透露，目前无问芯穹已经在和行业客户探索多模型协同的分层交付模式，通过不同能力的模型配合完成任务，直接为最终结果负责。对于今年的热点话题物理AI，无问芯穹宣布将具身智能场景纳入Token工厂的覆盖范围。夏立雪表示，AI必然从数字世界走向物理世界，云侧GPU、边缘节点、机器人本体的算力都应该被纳入统一资源池调度，而团队过去在大规模云侧强化学习、跨集群调度上积累的能力可以直接复用，其发布的RLinf新版本已经实现真机渲染、训练到推理的全链路云边协同，Mizar-Robo推理优化方案已经和星海图、云深处等具身机器人厂商达成合作，优化机器人端侧推理效率，形成“机器人采集物理世界数据-云侧强化学习训练-端侧推理落地”的闭环。“我们不做机器人本体，就做好具身场景的Token工厂，给伙伴们提供低成本的弹药，让他们能以更低的成本推产品、拓市场。” 谈到AI赛道的行业竞争，在夏立雪看来，AGI不是单一公司能完成的使命，当前行业供需缺口还在持续扩大，只要技术能创造效率价值就有商业空间。近期智谱GLM、月之暗面Kimi等清华系开源大模型登顶国际榜单，中国的开源生态是核心优势，开源让技术、数据、资源能更快流动形成闭环，带动全行业效率提升。

四 | 当天，无问芯穹公布Agentic Infra 的“前店后厂一中心”战略布局，涵盖三大核心技术能力与产品服务体系：“算力集散中心”：Agentic Infra 自主式基础设施平台；“Token工厂”：Agentic MaaS 大模型服务平台；“AI生产力商店”： Agentic Infra 行业解决方案。

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