他表示，量化行业的底层逻辑，在于对A股市场的长期信心，以及对中国经济基本面、资本市场改革进程与政策支持力度 的认可；量化行业唯有夯实合规基础，方能实现长期健康发展。 以下为吕杰勇在会上发表的主要观点： 锚定A股长期价值机遇，量化业绩与策略优势凸显 2021年四季度至2024年四季度，市场经历三年调整周期。从均值回归视角来看，市场具备较长周期的上涨需求。自去年9月 24日起，市场指数与量化策略均呈现良好表现，伴随市场情绪改善与活跃度提升，为量化超额表现的获取创造了有利条 件。 本年度，量化指增类产品的行业平均收益率超40%，市场中性类产品收益率普遍在10%以上，从历史维度分析，本年度属 于量化行业整体运营环境较好的年份。 11月8日，由中国证券报主办的"2025证券业高质量发展大会暨金圆集团杯·证券业金牛奖颁奖典礼"在福建厦门举行。 在"中国资产崛起，论道2026年资本市场新机遇"主题圆桌对话环节，平方和投资创始人、总经理吕杰勇，围绕本年度量化 投资表现、程序化交易监管新规、2026年市场展望等议题发表最新观点。 圆桌对话现场 主流量化策略（如平方和投资所采用的策略）核心在于选股而非择时，重点布局具备价值的优质 ...

Core Insights - The recent "14th Five-Year Plan" emphasizes accelerating the construction of a technology and financial powerhouse, signaling strong policy support for the asset management industry, particularly quantitative private equity firms [1] - Minghong Investment exemplifies the integration of technology and finance, actively contributing to the development of China's capital markets and nurturing top-tier tech talent through extensive collaborations with leading universities [1][5] Group 1: Collaboration with Universities - Minghong Investment has established multi-dimensional partnerships with top universities, focusing on faculty development, discipline advancement, and talent cultivation, creating a sustainable mechanism for school-enterprise collaboration [2] - In 2025, Minghong Investment will launch the "Universe Education Development Plan" with Peking University, covering multiple disciplines and providing stable support for talent cultivation [2] - The firm has set up various awards, such as the "Universe Information Exploration Award" and the "Universe Exploration Award," to encourage students in scientific research and holistic development [2] Group 2: Support for Scientific Research - Minghong Investment's collaboration with Tsinghua University includes the establishment of the "Tsinghua Friends - Minghong Scholarship" to incentivize outstanding graduate students and support relevant laboratory construction [3] - The "Huiming Talent Assistance Program" at Fudan University has funded over 20 experts and young scholars, providing stable financial and resource support for research in physics [3][4] - Minghong Investment's early collaboration with Shanghai Jiao Tong University has established the "Minghong Sci-Tech Innovation Scholarship," directly incentivizing talent growth in foundational disciplines [4] Group 3: Commitment to Talent Development - Minghong Investment believes that technology is the primary productivity, talent is the primary resource, and innovation is the primary driving force, positioning universities as key platforms for talent cultivation [5] - The company emphasizes creating an environment that respects curiosity and encourages independent exploration, allowing students to immerse themselves in the joy of learning [5][6] - The firm’s talent development philosophy focuses on discovering potential and encouraging diverse growth, supporting innovative spirits that challenge boundaries [6] Group 4: Ongoing Engagement and Future Plans - Minghong Investment has been actively conducting various university exchange activities, such as the "MINGHONG Talks" series, to share insights on AI and career planning with students [7] - The company aims to deepen collaborations with universities in talent cultivation, discipline construction, and technological innovation, reinforcing the foundation for a strong educational and technological nation [7]

Core Insights - The conference highlighted the strong performance of quantitative investment institutions in the A-share market, driven by improved market sentiment and trading activity [1][2] - The discussion emphasized the optimistic outlook for the capital market in 2026, with expectations of continued upward trends supported by policy initiatives and technological advancements [3][4] Group 1: Performance of Quantitative Institutions - Quantitative institutions have shown remarkable performance this year, benefiting from a favorable market environment characterized by active trading and a structural market trend [2] - The median excess return for quantitative products, such as the CSI 1000 index enhancement, reached approximately 7% by the end of October, with top-performing products exceeding 15% [2] - The low volatility and excess return characteristics of quantitative strategies have led to rapid growth in their scale, with many actively managed funds also achieving significant absolute returns [2] Group 2: Market Outlook for 2026 - The underlying logic for the current market rally includes domestic liquidity easing, declining asset yields, and the rise of technological innovation, particularly in AI [3][4] - The year 2026 is anticipated to be a pivotal year for policy initiatives, with expectations of increased support for technology innovation, green transformation, and consumption [4] - The market is expected to experience a gradual upward trend, driven by improving corporate earnings and a favorable valuation environment [3][4] Group 3: Investment Opportunities - Key investment opportunities for 2026 are identified in emerging industries such as renewable energy, aerospace, and advanced materials, as well as traditional industries undergoing upgrades [5] - The focus on critical core technology industries, as outlined in the "14th Five-Year Plan," highlights areas such as integrated circuits and high-end equipment manufacturing as strategic investment targets [5] - Attention is also drawn to high-dividend stocks, particularly in the Hong Kong market, which offer attractive yields [6]

香港交易及結算所有限公司以及香港聯合交易所有限公司對本公告之內容概 不 負 責，對 其 準 確 性 或 完 整 性 亦 不 發 表 任 何 聲 明，並 明 確 表 示，概 不 會 就 因 本 公告全部或任何部分內容而產生或因倚賴該等內容而引致之任何損失承擔任 何 責 任。 TA YANG GROUP HOLDINGS LIMITED 大洋集團控股有限公司 （於開曼群島註冊成立的有限公司） （股份代號：1991） 自願性公告 投資合作諒解備忘錄 關 於 向 真 實 世 界 資 產（「RWA」）服 務 平 台 進 行 潛 在 戰 略 投 資 CoinVEX運 營 一 個 數 字 資 產 平 台，其 核 心 業 務 主 要 包 括： – 1 – 本 公 告 乃 由 大 洋 集 團 控 股 有 限 公 司（「本 公 司」，連 同 其 附 屬 公 司 統 稱「本 集 團」） 自 願 作 出，以 告 知 本 公 司 股 東 及 潛 在 投 資 者 本 集 團 之 最 新 業 務 發 展。 投資諒解備忘錄 本 公 司 董 事 會（「董 事 會」）欣 然 告 知 本 公 司 股 東 及 潛 在 投 資 者，於2025年11月 ...

Core Viewpoint - Quantitative investment has become a significant force in the A-share market, with Kuan Investment Asset Management gaining attention for its stable performance and commitment to long-termism [1][3]. Group 1: Company Philosophy - Kuan Investment's core philosophy emphasizes survival and long-termism, prioritizing absolute returns for clients over aggressive growth [3][4]. - The founder, Qian Cheng, has invested all personal funds into the company's fund, demonstrating a strong commitment to capital preservation [3]. - The company maintains a rigorous risk control system throughout the investment research process, aiming for moderate returns while managing risks effectively [3][5]. Group 2: Market Outlook - Qian Cheng expresses a cautious optimism about the A-share market's performance over the next one to two years, advising investors to temper their expectations [4]. - The competitive landscape of the quantitative investment sector is described as a "red ocean," with increasing pressure from new entrants [5]. Group 3: Technological Innovation - Continuous technological iteration and 100% in-house development are identified as key strategies for navigating the competitive market [5][6]. - The company emphasizes the importance of deep research and rapid technological adaptation, with a focus on studying new AI developments [5][6]. - Kuan Investment aims to provide long-term, customized services to clients, leveraging AI to enhance the precision of quantitative investment practices [6].

Core Viewpoint - Quantitative investment has become a significant force in the A-share market, with Kuan Investment Asset Management gaining attention for its stable performance and commitment to long-termism [1][2]. Group 1: Company Philosophy - The founder, Qian Cheng, emphasizes the importance of survival in the investment industry, stating that the goal is to create absolute returns for clients rather than focusing solely on growth [1][2]. - Qian Cheng has invested all his personal funds into the company's fund, demonstrating a strong commitment to protecting investors' capital [1]. Group 2: Risk Management - Kuan Investment employs a rigorous risk control system throughout the investment research process, aiming for moderate returns while managing exposure risks [2]. - The philosophy of seeking stable, moderate returns provides investors with a sense of security in long-term investments [2]. Group 3: Market Outlook - Qian Cheng expresses a cautious optimism about the A-share market's performance over the next one to two years, advising investors to maintain a prudent mindset as the market rises [2]. Group 4: Industry Dynamics - The quantitative investment sector is described as a "red ocean" market, characterized by intense competition and a high influx of talented individuals [2][3]. - Continuous technological iteration and 100% in-house development are seen as essential for navigating the competitive landscape [2][3]. Group 5: Research and Development - Kuan Investment's core competitiveness lies in in-depth research and rapid technological iteration, with a focus on reading and discussing new AI papers within a month of their release [3]. - The company has built a diverse research team with backgrounds in statistics and computer science, ensuring stability and avoiding reliance on third-party strategies [3]. Group 6: Future Vision - The vision for Kuan Investment is not merely about scaling but providing long-term effective services to clients, with an emphasis on health industry development and technological leadership [3][4].

Group 1: Overseas Quantitative Dynamics - The trend of integration between high-frequency trading and quantitative alpha management is emerging in the U.S. private equity market, particularly after a market pullback in 2025 due to a rebound in "junk stocks" [1][2] - High-frequency trading has evolved significantly over the past 20 years, with firms like Citadel and Jane Street facing intense competition, leading them to adopt short-cycle alpha prediction strategies to mitigate pure speed competition [1][2] - Traditional quantitative alpha strategies, which began in the 1980s, have longer holding periods and larger average exposure compared to high-frequency trading, which is now increasingly overlapping with traditional strategies [2][3] Group 2: Market Performance - In the first half of 2025, large quantitative managers like Citadel underperformed smaller managers such as Balyasny and ExodusPoint, with Citadel achieving only 2.5% returns compared to over 7% for smaller firms, primarily due to increased strategy drawdowns from frequent tariff changes [4] - Citadel and Point72's performance improved due to their focus on fundamental, concentrated portfolios, which outperformed their flagship strategies this year [4] Group 3: Regulatory Issues - Jane Street faced regulatory scrutiny in India, with accusations of manipulating market prices on options expiration dates, leading to a suspension of trading privileges and potential penalties [5] Group 4: Overseas Quantitative Perspectives - Machine learning is gaining traction in macro investment, with firms like BlackRock exploring its application to enhance traditional models and extract investment signals from complex macro data [7][10] - AQR's research highlights biases in subjective versus objective stock return predictions, noting that subjective forecasts tend to be overly optimistic, especially following bull markets [15][16] - Invesco's global quantitative survey indicates a rising trend in the use of quantitative methods across multi-asset portfolio management, with a notable increase in the flexibility of factor adjustments [19][22][23] Group 5: Performance Tracking of Quantitative Products - Factor rotation products, such as those from BlackRock and Invesco, have shown varying performance, with BlackRock's products outperforming benchmarks in recent months [28][30] - Machine learning-based stock selection strategies have demonstrated better performance compared to traditional methods, with products like QRFT outperforming AIEQ [43] - The Bridgewater All Weather ETF has shown resilience, recovering quickly from market pullbacks and achieving over 15% cumulative returns since its inception [44][46]

Core Insights - The article highlights the investment philosophy and operational strategies of Mengxi Investment, led by its founder Li Xiang, emphasizing a focus on objective market规律 and technological innovation rather than seeking the spotlight [1][4][10] Group 1: Company Philosophy - Mengxi Investment operates under a philosophy of "observing" market规律, prioritizing stability and long-term growth in a volatile market environment [1][4] - The company is driven by a commitment to technology, with significant investments in low-latency trading systems and AI integration into its investment processes [5][10] - Li Xiang views quantitative investment as an "ever-unfinished puzzle," emphasizing the importance of curiosity and a scientific approach to uncovering market规律 [6][10] Group 2: Risk Management and Strategic Discipline - The company faced challenges during a downturn in the quantitative industry, which tested its strategic discipline and risk management practices [7] - Li Xiang reflects on a past decision to relax risk controls, which resulted in missed opportunities and losses, reinforcing the importance of adhering to core principles [7][8] - Mengxi Investment employs a diversified strategy matrix and alternative data analysis to identify investment opportunities that traditional financial data may overlook [7][8] Group 3: Talent and Technology Development - The company emphasizes the importance of talent and technology development, maintaining a proactive approach to team building ahead of scaling operations [8][9] - Mengxi Investment has established an attractive incentive system for its research team, promoting collaboration and individual growth [9] Group 4: Social Responsibility and Future Vision - Li Xiang expresses a commitment to social value, engaging in scientific donations and encouraging industry peers to contribute to societal welfare [10][11] - The company aims to be among the top quantitative institutions in China, focusing on excellence rather than size, with aspirations for global influence [11]

Core Insights - The core philosophy of the company is to explore objective laws in financial markets through a technology-driven approach, emphasizing stability and long-termism in investment strategies [1][2][5] Group 1: Company Philosophy and Approach - The founder of the company, with a background in theoretical chemistry, emphasizes the importance of curiosity about objective laws and a strong statistical foundation in quantitative investment [2][3] - The company has established a leading low-latency trading system and invests tens of millions annually in IT to maintain technological superiority [2][5] - The investment philosophy is centered around a multi-factor stock selection model, utilizing over 200 global data sources, including alternative data, to uncover investment opportunities [5][6] Group 2: Risk Management and Strategic Discipline - The company faced challenges during a downturn in the quantitative industry, which tested its strategic discipline and risk management practices [4][5] - A significant lesson learned was the importance of adhering to fundamental principles, as deviating from them led to missed opportunities and losses [5] - The company maintains a cautious approach to asset management, prioritizing strategy and talent development over rapid growth in assets under management [5][6] Group 3: Talent and Internal Governance - The company believes in proactive talent and technology investment, ensuring that team size and capabilities grow ahead of asset scale [6] - An attractive incentive system is in place to motivate research and investment teams, including profit-sharing and partnership opportunities [6] Group 4: Social Responsibility and Future Vision - The company is committed to social value, engaging in scientific donations and encouraging industry peers to participate in philanthropic efforts [7][8] - The founder expresses a vision for the company to become one of the top quantitative institutions in China, focusing on excellence rather than size [9]

Core Insights - The article highlights the investment philosophy and operational strategies of Mengxi Investment, emphasizing its focus on quantitative investment driven by technology and a commitment to stability and long-term growth [1][2]. Group 1: Investment Philosophy - Mengxi Investment is characterized by a philosophy of "observing" market rules rather than seeking the spotlight, with a strong emphasis on technical-driven investment strategies [1]. - The founder, Li Xiang, believes in the importance of curiosity about objective laws and the need for a growth mindset, viewing himself as a continuously optimizing model [1][2]. - The company has integrated AI into its investment research since 2019, establishing an AI Lab in early 2025 to enhance its modeling and deep learning capabilities [1][2]. Group 2: Risk Management and Strategic Discipline - During a downturn in the quantitative industry from late 2023 to early 2024, Mengxi Investment faced challenges that tested its strategic discipline, leading to a reassessment of its risk management practices [2][3]. - The company emphasizes the importance of maintaining strategic discipline and not deviating from its core principles, which has been crucial for its survival and growth [2][3]. - Mengxi Investment has developed a diversified strategy matrix and utilizes alternative data sources to uncover investment opportunities that traditional financial data may miss [2][3]. Group 3: Organizational Structure and Talent Management - The company prioritizes talent and technology development ahead of asset management scale, maintaining a ratio of talent to assets that supports its growth strategy [3][4]. - Mengxi Investment has implemented an attractive incentive system for its research team, including a commission-based structure and a partnership system to reward outstanding contributions [4]. - The founder emphasizes the importance of empathy in internal governance, ensuring that the core roles within the company consider the perspectives of employees [4]. Group 4: Social Responsibility and Future Vision - Mengxi Investment is committed to social value, engaging in scientific donations and encouraging industry peers to participate in philanthropic efforts [5]. - The company also invests in cutting-edge technologies, accepting short-term losses for long-term societal benefits, reflecting a commitment to responsible innovation [5]. - Looking ahead, Mengxi Investment aims to become one of the top quantitative institutions in China, focusing on excellence rather than scale, with aspirations for global influence [5].