Core Insights - The article discusses the development and practices of Ganyue Investment in the quantitative investment sector, emphasizing its commitment to technology innovation and multi-strategy platform development [1][2]. Group 1: Company Development - Ganyue Investment was established in 2016 and has undergone three phases: quantitative incubation, proprietary fund management, and the establishment of a multi-strategy, multi-portfolio manager platform [2]. - The company currently manages approximately 1.9 billion yuan, with teams focused on quantitative stocks, convertible bonds, subjective futures, arbitrage, and asset allocation [2]. Group 2: Technological Innovation - Ganyue Investment has formed an AI research team composed of personnel from major internet companies, focusing on "AI + securities" to enhance research efficiency and reduce repetitive manual tasks [2][3]. - The company has made significant hardware investments, establishing a substantial independent data center to support the development and iteration of quantitative strategies [2]. - Ganyue Investment is exploring the transformation of investment processes through AI technology, aiming to automate the conversion of research reports and academic papers into effective factors or models [3]. Group 3: Corporate Social Responsibility - Ganyue Investment adopts a subtle approach to corporate social responsibility, focusing on long-term support for education and youth talent development through donations and scholarships [4][5]. - The company encourages employee participation in volunteer services and supports employee-initiated public welfare projects, embedding social responsibility into its corporate culture [4][5]. Group 4: Trust and Industry Development - The "Starry Navigation Plan" provides a platform for private equity institutions to showcase their value and build trust with investors and partners [6]. - Ganyue Investment's development path from quantitative incubation to platform operation exemplifies the potential for professional and diversified growth in the private equity sector [6].

近日，"中国银河证券·中国证券报私募行业星耀领航计划"调研团队走进艮岳投资，公司合伙人蔡群接 受了中国证券报记者的专访，分享了公司在量化投资领域的深耕、对科技创新的探索、多策略平台化发 展的实践，以及他对企业社会责任的理解。 其次，公司在硬件投入上不遗余力。公司位于杭州萧山世纪城，自建了规模可观的独立机房，在算力等 硬件基础设施上进行了超前投入，为量化策略的研发与迭代筑牢底层基础。 最后，公司积极探索AI技术对投资流程的改造。蔡群分享了一个具体案例：公司曾推行"实习生计划"， 试图通过人海战术挖掘因子，但效果有限。生成式AI技术兴起后，公司利用自研及外部工具，显著提 升了研究效率。"使用AI技术一方面降低了实习生需求，另一方面能够让因子验证更高效。"他表示，公 司未来的目标是探索将前沿研报、学术论文自动转化为有效因子或模型，但目前该探索仍处于初级阶 段。 对于量化私募是否会完全转型为科技公司的问题，蔡群持开放态度。他认为，量化本身具有较强的科技 属性，公司氛围也已趋向科技化，倡导"人人用AI"。但作为平台型公司，其策略包容性更强，未来的定 位将是做量化、主观等多种策略的融合体。 践行责任于无声处 "星耀领航计 ...

Core Viewpoint - In 2025, commodities such as gold, silver, copper, and aluminum performed well, leading to strong performance in private CTA (Commodity Trading Advisor) strategies, with many private funds capitalizing on opportunities in gold and silver [3]. Group 1: CTA Strategy Overview - The core feature of CTA strategies is the use of derivatives like futures and options for investment, rather than direct investments in stocks or bonds. These strategies can go long or short and aim for absolute returns, seeking profit opportunities regardless of market conditions [3]. - According to data from Private Placement Network, there were 551 CTA products displayed in 2025, with an average return of 24.79% and a median return of 13.22%. Among these, quantitative CTA products accounted for 375, with an average return of 20.21%, while subjective CTA products numbered 176, achieving an average return of 34.55% [3]. Group 2: Performance Rankings - For private funds with over 1 billion in assets, the top three quantitative CTA products in 2025 were from companies including Gongqingcheng Guangju Xinghe Private Fund, Shuanglong Investment, and Zhixin Rongke [8]. - In the category of private funds with less than 1 billion in assets, Jingying Zhito and Huacheng Private Fund had the top two quantitative CTA products, while Fanxu Asset and Farmer Private Fund led in subjective CTA products [9].

● 本报记者 刘英杰 最后，公司积极探索AI技术对投资流程的改造。蔡群分享了一个具体案例：公司曾推行"实习生计划"， 试图通过人海战术挖掘因子，但效果有限。生成式AI技术兴起后，公司利用自研及外部工具，显著提 升了研究效率。"使用AI技术一方面降低了实习生需求，另一方面能够让因子验证更高效。"他表示，公 司未来的目标是探索将前沿研报、学术论文自动转化为有效因子或模型，但目前该探索仍处于初级阶 段。 对于量化私募是否会完全转型为科技公司的问题，蔡群持开放态度。他认为，量化本身具有较强的科技 属性，公司氛围也已趋向科技化，倡导"人人用AI"。但作为平台型公司，其策略包容性更强，未来的定 位将是做量化、主观等多种策略的融合体。 "参考美国成熟市场，头部量化机构多采用多PM平台模式。"蔡群表示，当前私募行业经营主体众多， 基金经理流动性较高。平台化模式能更好地抵御由单一策略或市场周期带来的波动，保障公司经营的稳 定性。目前，公司管理规模约19亿元，旗下拥有多组量化股票、可转债、主观期货、套利及资产配置团 队。 在科技金融与赋能科创方面，艮岳投资的实践务实且具有前瞻性，蔡群向记者介绍了公司在三个方面的 探索。 首先，艮 ...

其次，公司在硬件投入上不遗余力。公司位于杭州萧山世纪城，自建了规模可观的独立机房，在算力等 硬件基础设施上进行了超前投入，为量化策略的研发与迭代筑牢底层基础。 ● 本报记者刘英杰 近日，"中国银河（601881）证券.中国证券报私募行业星耀领航计划"调研团队走进艮岳投资，公司合 伙人蔡群接受了中国证券报记者的专访，分享了公司在量化投资领域的深耕、对科技创新的探索、多策 略平台化发展的实践，以及他对企业社会责任的理解。 "星耀领航计划"致力于打造国内最具影响力的科创类私募赋能平台，聚焦挖掘并培育兼具专业投资能力 与合规治理水平的私募管理机构。本次调研旨在推动优秀投资理念的行业共享，助力构建科技、资本与 实体经济良性循环的生态体系。 构建稳健科创赋能模式 艮岳投资成立于2016年。公司发展历经三个阶段：第一阶段是从事量化孵化，引进海外人才回国创业； 第二阶段是进行自有资金管理；第三阶段是在积累资本金后，将公司定位于打造多策略、多基金经理 (PM)的平台型资产管理公司。 "参考美国成熟市场，头部量化机构多采用多PM平台模式。"蔡群表示，当前私募行业经营主体众多， 基金经理流动性较高。平台化模式能更好地抵御由单一策略 ...

据悉，证监会已对瑞丰达及关联私募机构、实际控制人孙伟等责任人员违法违规行为作出行政处罚。 经查，瑞丰达及关联私募机构、相关责任人员严重违反私募基金法律法规。上海证监局对瑞丰达及关联 私募机构共罚没2800余万元，对5名责任人员共罚款1300余万元，对瑞丰达实际控制人采取终身证券市 场禁入措施。中国证券投资基金业协会注销相关私募机构管理人登记。对于相关违法行为可能涉及的犯 罪问题线索，证券监管部门将坚持应移尽移的工作原则，依法依规移送公安机关。 据了解，2025年，证券监管部门对600余个机构、个人采取行政监管措施，立案稽查约30起，移送公安 机关线索约40条。今年以来，证券监管部门已对超10家私募机构违规行为作出行政处罚。 业内人士表示，私募领域并非监管空白地带，任何严重违规行为都将受到多维度、立体化的严格惩处。 在行业自律层面，相关私募基金管理人登记将被中国证券投资基金业协会依法注销；在行政层面，证监 会将依法对其作出行政处罚；在刑事层面，涉嫌犯罪的线索将被移送公安机关依法追究刑事责任。 证监会开出私募业"史上最重"罚单 瑞丰达及关联机构、责任人员合计被罚4100万元 ◎记者 梁银妍 继优策投资之后，又一私 ...

Core Insights - The surge in private equity self-purchases reflects confidence in investment capabilities and strategic judgment regarding current market undervaluation [1][3] - The trend is particularly prominent among medium-sized private equity firms, which are more agile in decision-making and responsive to market changes [2] Group 1: Private Equity Self-Purchase Trends - Private equity firms have been actively engaging in self-purchases, with at least six firms announcing a total of over 30 million yuan in self-purchases since the beginning of 2026 [1] - Notable examples include Yuanyang Runquan's chairman investing 10 million yuan and Yuanfang Private Equity Fund's commitment of at least 4 million yuan [1] - The self-purchase trend is seen as a positive signal for market sentiment and a potential indicator of market bottoming [5] Group 2: Characteristics of Participating Firms - The participating private equity firms primarily focus on stock strategies, particularly in technology and advanced manufacturing sectors [2] - These firms typically have moderate management scales and flexible incentive mechanisms, aligning the interests of core investment personnel with those of investors [2] - Historical performance shows that some products have achieved positive returns during market fluctuations over the past three years [2] Group 3: Market Conditions and Policy Support - Despite a net outflow of 41.8 billion yuan from the stock ETF market, specific sectors like non-ferrous metals and semiconductor equipment have seen significant inflows, indicating ongoing structural opportunities [3] - Current market valuations are considered reasonable, with the CSI 300 index's price-to-earnings ratio around 12 times, which is at the 40th percentile historically [3] - Supportive policies from the government, including a 500 billion yuan special guarantee plan, are enhancing market transparency and predictability [3] Group 4: Investment Considerations for Investors - Investors are advised to analyze self-purchase behaviors critically, considering factors such as the proportion of self-purchase amounts relative to personal assets and the lock-in periods of purchased products [4] - The credibility of self-purchases can be assessed by examining the historical self-purchase records of the institutions and their investment strategies [4] - Caution is advised as some firms may use self-purchases as marketing tactics rather than genuine commitments to long-term investment [4]

目前，航班已安全落地。 记者从兰州中川国际机场获悉，23日泰国普吉至俄罗斯巴尔瑙尔国际客运ZF2998航班机组（机型757- 200）宣布遇险状态、设置应答机编码7700，决定备降兰州中川国际机场。 END 点击关键字可查看 潜望系列深度报道丨 股事会专栏 丨 投资小红书 丨 e公司调查 丨 时报会客厅 丨 十大明星私募访谈 丨 罚没超10亿元！牛散控制67个账户操纵股票，证监会开出罚单！ 丨 罚单创"史上最重"！证监会 严查私募机构瑞丰达 丨 大爆发！601012，午后涨停 丨 电力设备板块，涨停潮！ 丨 鼎益丰案最 新！隋广义马小秋等50人，被提起公诉！ 丨 突发！TikTok官宣美国方案！ 丨 深夜，全线大涨！重 磅数据发布 丨 000504，终止筹划重大资产重组 丨 利好！9部门重磅印发 丨 潘功胜：今年降准降 息还有一定空间 据兰州中川国际机场介绍，16时51分，这一航班已安全落地，机上旅客239人，机组7人，共计246人。 据了解，此次紧急状况是由于飞机右侧发动机故障引起。目前，兰州中川国际机场正在积极组织对接工 作。 来源：新华社 责编：李丹 校对：冉燕青 版权声明 证券时报各平台所有原创内容， ...

Core Viewpoint - The China Securities Regulatory Commission (CSRC) has imposed unprecedented administrative penalties on Zhejiang Ruifengda Asset Management Co., Ltd. and its related private equity institutions for serious violations of private fund laws and regulations, marking the heaviest penalties in history [1][4]. Regulatory Actions - The total fines and confiscations against Ruifengda and its related institutions exceed 41 million yuan, surpassing the previous record of 35 million yuan in the Yuce case, indicating a "zero tolerance" stance by the CSRC towards severe violations in the private fund sector [4]. - The CSRC has taken measures to revoke the management registration of the related private equity institutions by the Asset Management Association of China [7]. Enforcement and Compliance - In 2025, the regulatory authorities took administrative measures against over 600 institutions and individuals, initiated around 30 investigations, and referred approximately 40 criminal leads to public security agencies [5]. - The CSRC plans to continue enhancing educational outreach and compliance checks in 2026, urging private equity institutions to self-examine and rectify various non-compliant behaviors [5]. Multi-faceted Accountability - The accountability framework includes self-regulation by the Asset Management Association, administrative penalties by the CSRC, and potential criminal referrals to law enforcement agencies [8].

Core Viewpoint - The China Securities Regulatory Commission (CSRC) has imposed severe penalties on Zhejiang Ruifengda Asset Management Co., Ltd. and its related private equity institutions for serious violations of private fund laws and regulations [2][3]. Group 1: Regulatory Actions - The CSRC has conducted an administrative penalty against Ruifengda and its related private equity institutions, resulting in fines exceeding 28 million yuan and penalties of over 13 million yuan for five responsible individuals [3]. - The actual controller of Ruifengda, Sun Wei, has been banned from the securities market for life, and the China Securities Investment Fund Industry Association has canceled the registration of the related private equity institutions [3][6]. Group 2: Compliance and Market Environment - The CSRC emphasizes its commitment to strictly enforce laws against illegal fundraising, misappropriation, self-financing, and other severe violations in the private fund sector, aiming to enhance the cost of violations and purify the market environment [4]. - The China Securities Investment Fund Industry Association has warned investors to remain vigilant regarding the integrity and compliance of private fund managers and to make cautious investment decisions [6].