近期，从摩尔线程到沐曦股份，网下配售名单中高频出现幻方、九坤、衍复等头部量化机构的身影，两 家国产GPU龙头企业IPO引发了量化私募的抢筹热潮。不限于股票打新，一场围绕"双创"领域的布局已 悄然展开，多家量化私募正加紧推出科创、双创及AI等细分主题产品，试图在波动更大、交易更活跃 的市场中捕捉超额收益。 与此同时，部分量化私募也在布局红利等稳健型产品。布局方向的差异并不意味着投资观点的分歧，而 是竞争白热化的突围之举。热潮之下，争议浮现，在成份股集中、研究门槛更高的细分赛道，量化策略 能否持续奏效？前瞻布局到底能产生怎样的效果？ 量化私募淘金硬科技 前不久，"国产GPU第一股"摩尔线程科创板IPO引发市场高度关注，共有94家公募和113家私募获得网下 配售。私募机构积极参与摩尔线程网下配售，量化私募更是在此次配售中占据主导地位，其中，九坤投 资、幻方量化、灵均投资等头部机构悉数在列。 紧随其后，同为国产GPU头部企业的沐曦股份IPO热度再攀高峰。最新公告显示，其以104.66元/股的发 行价位居2025年A股新股发行价第二位，公司网上最终中签率低于摩尔线程，中签难度进一步提升， 517.52万户投资者参与网上 ...

近期，从摩尔线程到沐曦股份，网下配售名单中高频出现幻方、九坤、衍复等头部量化机构的身影，两 家国产GPU龙头企业IPO引发了量化私募的抢筹热潮。不限于股票打新，一场围绕"双创"领域的布局已 悄然展开，多家量化私募正加紧推出科创、双创及AI等细分主题产品，试图在波动更大、交易更活跃 的市场中捕捉超额收益。 与此同时，部分量化私募也在布局红利等稳健型产品。布局方向的差异并不意味着投资观点的分歧，而 是竞争白热化的突围之举。热潮之下，争议浮现，在成份股集中、研究门槛更高的细分赛道，量化策略 能否持续奏效？前瞻布局到底能产生怎样的效果？ ● 本报记者 王宇露 量化私募淘金硬科技 前不久，"国产GPU第一股"摩尔线程科创板IPO引发市场高度关注，共有94家公募和113家私募获得网下 配售。私募机构积极参与摩尔线程网下配售，量化私募更是在此次配售中占据主导地位，其中，九坤投 资、幻方量化、灵均投资等头部机构悉数在列。 紧随其后，同为国产GPU头部企业的沐曦股份IPO热度再攀高峰。最新公告显示，其以104.66元/股的发 行价位居2025年A股新股发行价第二位，公司网上最终中签率低于摩尔线程，中签难度进一步提升， 517. ...

本文首发于公众号"私募排排网"。 （点击↑↑ 上图查看详情 ） 当市场波动加剧时，如何检验量化私募超额收益的"含金量"？过去一年中，不同策略、不同规模的私募机构在市场变幻中展现了截然不同的适应 能力，而 "超额胜率"—即私募基金跑赢基准指数的频率 ， 正成为衡量量化策略稳定性的核心指标之一。 百亿量化私募凭借AI技术、算力、人才、风控等各方位优势，在量化模型的迭代上越发精进，维持了量化模型持续输出超额收益的能力。私募 排排网数据显示，百亿量化私募旗下产品，1-11月实现超额胜率均值为62.28%，显著领先于其他规模私募；此外50-100亿、20-50亿、10-20 亿、5-10亿、0-5亿的超额胜率呈现逐级递减的趋势。 在量化行业进入"精耕细作"时代的当下，不仅关注谁在市场中跑得更快，更关注谁跑的更稳；为此本文按不同规模私募，分别梳理了旗下产品超 额胜率均值位居前十的量化私募，供投资者参考。 (参与排名的量化私募需在私募排排网符合排名规则的产品在3只及以上，本文超额胜率以周 度为统计周期) 0 1 百亿量化：天演资本、超量子基金、蒙玺投资位居前三！ 私募排排网数据显示，截至11月底，百亿量化私募旗下396只符 ...

近日，量化巨头灵均投资展现出在AI领域的探索态势。由灵均投资董事长蔡枚杰创办的科技公司点富 科技，曝出在家庭健康领域的大动作。据蔡枚杰介绍，点富科技正与国内顶级医院专家推进合作，将医 生诊疗案例、指南解读、临床思维链等数据结构化，且专家全程参与数据标注、模型逻辑等维度的审 验，从而构建健康咨询领域的"专家智能真身"。 蔡枚杰透露，目前，孕产和心理方面的智能真身已经过多轮专家和用户测试，未来，这类应用还将从孕 产服务向儿童健康、形体美容、慢病管理（如糖尿病饮食指导、高血压调理等）等领域逐步推进。 在业务架构层面，点富科技与灵均投资几乎完全隔离。"无论是团队，还是资源配置，以及企业文化和 产品等，两个公司都是分离的。灵均投资仍然专注于量化投资，点富科技则专注于多场景技术应用，用 AI解决人们日常生活的痛点。"蔡枚杰表示。 加码AI研发 多家量化私募正探索AI垂直领域应用。此前，时代复兴私募宣布，借助自研的AI模型能力，与国内重 点科研机构协作，针对某种罕见病，在生物医学领域实现了突破。 今年以来，多家量化私募创始人下场，成立人工智能公司，或发力AI实验室。今年4月，明汯投资合伙 人解环宇旗下的玖思科技子公司上海数 ...

Group 1 - The investment community is excited about the successful integration of "quantitative + AI" following the rise of DeepSeek earlier this year, with leading domestic quantitative private equity firms actively engaging in the AI sector [1][5] - Various quantitative firms are adopting different strategies and styles in their AI pursuits, with some founders establishing tech companies targeting verticals like AI + healthcare, while others are increasing investments in AI labs or venture capital [1][3] Group 2 - Lingjun Investment, a major player in the quantitative space, has launched a tech company, Dianfu Technology, focusing on health consultation by structuring medical data with expert involvement [2][4] - Dianfu Technology aims to expand its applications from maternal and psychological health to areas like children's health and chronic disease management [2][4] Group 3 - Multiple quantitative private equity firms are exploring AI applications in vertical fields, with notable developments including the establishment of AI companies by founders from prominent firms [3][4] - For instance, Mingchao Investment's partner has founded Jiusi Technology, focusing on financial applications, while another firm, Nian Kong Technology, is working on general large language models [3][4] Group 4 - The trend of quantitative firms entering the AI space is evident, with companies like Jiukun Investment creating platforms to invest in AI, robotics, aerospace, and consumer electronics [4][5] - Jiukun Investment emphasizes collaboration in developing large models for various applications beyond finance [4][5] Group 5 - The integration of quantitative methods and AI is becoming a significant trend, with quantitative firms leveraging their data processing and model iteration capabilities to enhance AI development [5][6] - The shared methodologies between quantitative investment and AI, such as data-driven decision-making and iterative feedback loops, highlight the potential for synergy in these fields [5][6] Group 6 - Quantitative firms possess unique advantages in talent acquisition, favoring individuals with mathematical modeling and system thinking skills, which are crucial for AI development [6] - Future trends in the integration of quantitative methods and AI may include applications in healthcare, psychological support, personalized education, and financial consulting [6]

Core Viewpoint - The article emphasizes the importance of accelerating the construction of a technology and financial powerhouse in China, highlighting the significant contributions of quantitative private equity firms in AI research and application, which not only drive the development of China's capital markets but also cultivate top-tier technology talent [1]. Group 1: Educational Initiatives - Minghong Investment has deepened its collaboration with universities, establishing various talent support programs, including scholarships at Shanghai Jiao Tong University and Fudan University, aimed at fostering technological innovation and supporting the cultivation of Chinese tech talent [2][4]. - The "Hui Ming Talent Support Program" at Fudan University has already funded over 20 senior experts and young scholars, covering various incentives such as named distinguished professor rewards and major achievement awards [8]. - Minghong's initiatives include the "Minghong Science and Technology Innovation Scholarship" at Shanghai Jiao Tong University, which directly incentivizes talent growth in fundamental disciplines [9]. Group 2: Collaborative Framework - Minghong Investment focuses on building a long-term collaborative mechanism with universities, emphasizing faculty development, discipline growth, and talent cultivation [4]. - The company has established the "Hui Ming Talent Support Program" at Fudan University and the "Hui Ming Education Development Plan" at Peking University, which aim to support various academic fields and promote interdisciplinary collaboration [4][8]. - Minghong's partnerships with universities are not limited to financial support but also include activities like campus visits and technical exchanges, fostering a dialogue between students and industry experts [7][11]. Group 3: Innovation Ecosystem - Minghong believes in creating an innovation ecosystem that encourages exploration, tolerates failure, and promotes breakthroughs, allowing academic freedom and industry insights to nourish each other [11][12]. - The company aims to provide a supportive environment for students to pursue their interests and develop their capabilities, emphasizing the importance of curiosity and self-exploration in education [11][12]. - Minghong's commitment to investing in people is seen as a long-term strategic choice, focusing on nurturing diverse talents who can contribute to societal progress [12][13]. Group 4: Future Directions - Minghong plans to continue its collaborative efforts with universities in talent cultivation, discipline development, and technological advancements, reinforcing its role in building a strong foundation for China's education, technology, and talent sectors [13]. - The company aims to create more opportunities for innovative talents, ensuring they can focus on exploration and creation without distractions [12][13].

Core Insights - The quantitative private equity industry in China has experienced rapid growth since 2018, with over 30 firms reaching a scale of 10 billion yuan [2] - Despite a recent consolidation phase, the industry continues to see salary inflation, particularly as recruitment ramps up for the autumn and winter seasons [2][12] - Leading firms are offering competitive salaries to attract top talent, with some positions offering daily wages of 800-1000 yuan for internships [3][10] Salary Trends - The average salary for AI algorithm interns at Jiukun Investment can reach up to 12,000 yuan per month, while AI industry research interns can earn close to 6,000 yuan per month [3][8] - The salary range for AI industry researchers at Jiukun Investment is between 30,000 to 60,000 yuan per month, with a total annual salary potentially reaching 960,000 yuan [7][9] - Other leading firms like Lingjun Investment and Yanfeng Investment are also offering similar salary structures, with monthly salaries for core technical positions ranging from 30,000 to 60,000 yuan [10][11] Competitive Landscape - The competition for talent between quantitative firms and technology giants is intensifying, with both sectors vying for similar skill sets in AI modeling and data analysis [13][15] - Quantitative firms are now offering higher salaries and more flexible incentive structures compared to traditional tech companies, which typically offer annual salaries between 400,000 to 900,000 yuan [14][16] - The overall salary structure in the quantitative sector is evolving, with many firms adopting a 16-month salary system, which includes a performance-based bonus [14][16]

Core Viewpoint - The article emphasizes the rapid development of AI and quantitative technology in the investment sector, highlighting the importance of continuous strategy evolution for the long-term success of quantitative private equity firms like Tianyan Capital, which was founded in 2014 and has a strong focus on innovation and adaptation [2]. Company Overview - Tianyan Capital was co-founded by Xie Xiaoyang and Zhang Sen, both of whom have over ten years of industry experience. The company’s name reflects its commitment to change and deep insights into the essence of investment [2]. - The firm has received multiple industry awards, including the "Golden Changjiang Award" and "Yinghua Award," and ranks among the top ten quantitative private equity firms in terms of performance [3][4]. Performance Metrics - As of September 2025, Tianyan Capital's products have achieved impressive returns, with an average return of ***% over the past three years, placing it first in the industry [3][4]. - The firm manages approximately 2.1 billion yuan across 11 products that meet ranking criteria, showcasing its strong long-term performance [3]. Investment Strategy - The core strategy of Tianyan Capital is centered around a multi-factor model for stock selection, which allows for higher alpha returns at a lower cost [8]. - The flagship product, "Tianyan Saineng," has been operational since May 2016 and has demonstrated significant returns, with a focus on maintaining model autonomy and stability in risk control [10][11]. Team and Culture - The investment research team at Tianyan Capital consists of over half PhD holders from prestigious institutions, fostering a culture of free exploration and innovation [12]. - The company emphasizes long-termism in its operations, avoiding arbitrary changes to risk parameters and maintaining a stable risk control model [10][11]. Market Position and Future Outlook - Tianyan Capital has strategically positioned itself to balance scale and performance, understanding that growth in assets under management should align with long-term performance and research capabilities [14]. - The firm has also obtained a Hong Kong license to enhance its global asset allocation capabilities, focusing on capturing unique alpha opportunities in the Chinese market while catering to international investors [16].

Core Viewpoint - The article highlights the concentration of quantitative private equity firms in Shanghai, which dominates the landscape in China, followed by Beijing and Shenzhen. As of the end of September, there are 851 quantitative private equity firms in China, with 335 located in Shanghai, accounting for 39.37% of the total [2]. Group 1: Regional Distribution - Shanghai has a significant number of quantitative private equity firms, with 335 firms and a total product scale of approximately 4.82 trillion yuan, yielding an average return of 24.90% this year [3]. - Beijing has 145 firms with a total product scale of approximately 1.74 trillion yuan and an average return of 28.45% [3]. - Shenzhen has 125 firms with a total product scale of approximately 1.68 trillion yuan and an average return of 24.43% [3]. - The clustering of quantitative private equity firms in Shanghai is attributed to a combination of favorable national positioning, trading infrastructure, and a talent pool [3][4][5]. Group 2: Performance by District in Shanghai - In Pudong New District, there are 179 quantitative private equity firms, with 22 managing over 5 billion yuan. The average return for 87 firms is 22.01% this year [8][10]. - In Hongkou District, there are 40 firms, with 10 managing over 5 billion yuan. The average return for 21 firms is 23.20% [12][14]. - In Xuhui District, there are 31 firms, with 5 managing over 5 billion yuan. The average return for 16 firms is 25.22% [16][18]. - Other districts collectively have 85 firms, with 3 managing over 5 billion yuan. The average return for 35 firms is 32.86% [19][21]. Group 3: Notable Firms and Strategies - Top firms in Pudong include Weibo Investment, Tianyan Capital, and Jinge Liangrui, with significant returns [10][11]. - In Hongkou, leading firms are Shanghai Taoshan, Mingxi Capital, and Minglong Investment, showcasing strong performance [15]. - Xuhui's top firms are Shanghai Zijie and Yanfeng Investment, with notable returns [18]. - In other districts, Jinwang Investment, Zhixin Rongke, and Quancheng Fund lead in performance [21].

Core Viewpoint - Quantitative investment has gained popularity among investors due to its rational, scientific, and emotionally stable characteristics. Jiukun Investment, as one of the earliest quantitative private equity firms in China, has maintained a leading scale and performance competitiveness over the years, winning over 150 industry awards [2]. Group 1: Performance and Products - As of the end of August, Jiukun Investment has 13 products with reported performance, achieving an average return of ***% this year. The "Jiukun Daily Enjoyment CSI 1000 Index Enhanced No. 1" product ranks first in returns this year, with a five-year excess return of ***% and a cumulative return of ***% since inception, showcasing Jiukun's long-term investment capability in the index enhancement sector [2]. - Jiukun Investment has a well-established and mature framework for index enhancement strategies, with a team experienced in various sub-strategies. The firm has 13 products that reached historical highs in August [22][23]. Group 2: AI Integration and Research - Jiukun Investment has positioned itself as a technology company from its inception, establishing an AI team early on and forming an internal laboratory in 2020. Over the past five years, over 90% of the recruited researchers have an AI research background, enabling comprehensive AI capability coverage in quantitative investment [5][19]. - The firm emphasizes the importance of scientific methods and a keen sense of cutting-edge technology, which are core advantages that allow Jiukun to navigate cycles and continuously iterate [7][14]. Group 3: Investment Principles and Talent - Jiukun Investment adheres to three main investment principles: rationality, long-term focus, and scientific approach, which empower every aspect of quantitative investment [6][10]. - Talent organization is considered a core asset in the quantitative field. Jiukun has a diverse team of experts in mathematics, physics, and computer science, and emphasizes nurturing talent through various programs and competitions [20].