作者 | 陈长亮 中信百信银行信息技术部总经理 文章 |《中国金融》2026年第2期 《关于深入实施"人工智能+"行动的意见》提出，"推动人工智能与经济社会各行业各领域广泛深度融 合"。在AI发展从模型时代迈向智能体应用爆发的关键阶段，作为中国银行业创新与数字化发展的试验 田，中信百信银行提出AI原生银行的战略目标，全面拥抱AI，创造新产能。 智能化正成为银行的新基建 在全球数字经济演进过程中，智能化不再只是技术升级，而是跨产业的"新基建"。制造业正以工业互联 网为基础，构建智能工厂；能源行业以智能电网为底座，实现能源调度优化；互联网平台则以AI算法 为驱动，构建智慧推荐和智能运营体系。无论产业类型如何不同，智能化都正在取代传统IT系统，成为 生产与服务的底层运行条件——如同电网、通信网络一样，不可或缺。 银行业的智能化基础设施建设同样面临必然性与特殊性。与制造业的"物理生产"不同，数据与资金流是 银行业主要的生产要素，其对这类资源的敏感性、安全性与实时性要求更高。与其他产业相比，金融业 的智能化基建不仅是算力、算法、数据接口的简单叠加，更是一个技术、制度、安全高度耦合的系统性 工程。 在银行数字化转型的宏大 ...

Core Insights - Hengfeng Bank is actively responding to the "Artificial Intelligence +" initiative, aiming to transform AI from isolated applications to systemic integration, thereby enhancing business value and competitive differentiation [1][2][4] Group 1: AI Integration and Strategy - The bank has implemented over 70 AI application scenarios and launched 12 types of intelligent agents across six key areas, achieving significant breakthroughs in operations, risk control, and credit [1][2] - Hengfeng Bank's strategy focuses on "full-chain empowerment," leveraging AI to enhance business value through deep engagement with specific business scenarios and customer lifecycles [1][4] - The bank aims to become an "AI-native bank," moving beyond mere tool application to fundamentally reconstruct business processes, product design, and service models [1][4] Group 2: Five Engineering Foundations - Hengfeng Bank is advancing five key engineering projects: organization, application, knowledge, model, and computing power, which are essential for the comprehensive penetration of AI [2][3] - The organization engineering establishes a governance framework led by the bank president, facilitating agile decision-making and breaking down departmental barriers [2] - The application engineering focuses on driving business value through iterative AI applications across nine business areas, achieving over 1,600 person-days in efficiency gains [2][3] Group 3: Knowledge and Model Development - The bank has initiated a "full data communication" enterprise-level data governance project to elevate data from a resource to an asset, addressing common industry challenges [3] - Hengfeng Bank is building a localized model matrix based on open-source large models, ensuring reliable evolution of capabilities through innovative model engineering [3] - A hybrid heterogeneous computing power platform has been established to support AI applications, with plans to increase total computing power to over 100 PFlops by 2026 [3] Group 4: Business Transformation through AI - The bank's AI practices have led to quantifiable improvements in operations, risk control, credit, and marketing, marking a significant step towards becoming an "AI-native" institution [4][5] - The "Hengyun AI Answer" project has created a knowledge base of over 2 million words, achieving a 97.8% accuracy rate in operational knowledge queries, saving over 180 person-days monthly [4] - AI has transformed the credit process, reducing the due diligence report generation time from an average of 10 days to just 2 days, allowing client managers to focus on analysis and value extraction [5] Group 5: Digital and AI Synergy - Hengfeng Bank's AI applications are deeply integrated with its ongoing digital transformation efforts, enhancing efficiency and creating a new financial service ecosystem [6][7] - The bank's digital supply chain finance brand "Hengrong E" has issued over 20 billion yuan in loans, serving over 5,000 supply chain clients [6] - The implementation of RPA technology has saved over 1,600 hours of labor monthly, significantly improving operational efficiency [6] Group 6: Risk Management and Compliance - The bank is accelerating the construction of an intelligent risk control platform to establish a comprehensive customer risk view and automated risk control mechanisms [7] - The green finance intelligent identification system enhances the efficiency of green loan services, showcasing AI's role in risk and compliance areas [7] - Hengfeng Bank's performance metrics reflect the positive impact of AI and digitalization, with steady asset growth and improved profitability [7]

Core Viewpoint - WeBank, as China's first digital bank, has focused on inclusive finance and technological innovation over the past 11 years, establishing itself as a leader in the digital banking sector while promoting financial accessibility for the general public [4][5]. Group 1: Inclusive Finance Initiatives - Since its inception, WeBank has aimed to make financial services accessible to the masses, serving over 430 million individual customers with products like "Weilidai" and "WeBank Wealth+" [5]. - The "Weilidai" product, launched in 2015, pioneered online credit loans in China, with approximately 71% of customers borrowing costs below 100 yuan, and 18% being first-time borrowers without credit records [5]. - For small and micro enterprises, WeBank's "Weiyedai" addresses financing challenges, with over 600,000 enterprise customers applying and a total credit amount of 1.7 trillion yuan, predominantly benefiting private enterprises [5]. Group 2: Technological Advancements - WeBank has leveraged advanced technologies such as AI, blockchain, and cloud computing to build a comprehensive digital management system, recognized as a leading global digital bank [7]. - The bank's core system, developed with full proprietary rights, supports high transaction volumes and has significantly reduced IT operational costs to around 2 yuan per account annually, which is one-tenth of the industry average [7]. - Over 50% of WeBank's workforce is dedicated to technology, with IT investments consistently exceeding 9% of revenue, resulting in over 4,000 patent applications [7]. Group 3: International Expansion - WeBank's technology subsidiary, WeBank Technology, has expanded into international markets, establishing a sales and innovation center in Hong Kong and engaging with over 20 global partners [8]. - The company aims to enhance the digital financial landscape in various countries, including Indonesia, Malaysia, and Thailand, with cooperation agreements exceeding hundreds of millions of dollars [8]. Group 4: AI Integration - WeBank is transitioning to an "AI-native bank" by 2025, focusing on building a robust AI infrastructure and diverse application models to enhance operational efficiency [9][10]. - The bank has implemented over 100 AI scenarios, significantly improving processes such as credit review times and marketing efficiency, with a 21% increase in customer acquisition and a 5% reduction in costs [10]. Group 5: Social Responsibility - WeBank emphasizes social responsibility by integrating humanistic care into its services, particularly for marginalized groups, ensuring equal access to financial services [11][12]. - Initiatives like the "Weilidai Rural Revitalization Assistance Project" have contributed over 2.9 billion yuan in tax revenue to support local infrastructure and development in 48 counties [12].

Core Insights - WeBank has rapidly grown over the past 11 years, focusing on digital inclusive finance to fill service gaps in traditional banking [2][22] - The bank recognizes the need to build a collaborative, risk-sharing, data-driven ecosystem to transition inclusive finance from an optional to a necessary service [23] Strategic Evolution - In its tenth anniversary, WeBank initiated a "New Decade" strategy, prioritizing risk management over profit and scale [3][23] - The organizational structure was reformed into four major business groups, including corporate finance, personal finance, technology, and resource management [3] - The bank's corporate loan volume has surpassed consumer loans for the first time, indicating a significant shift in its business structure [3][23] Product Development - WeBank's "WeLoan" product has provided credit to over 1.7 million enterprises, totaling 1.7 trillion yuan by June 2025 [3][25] - The average credit amount for "WeLoan" is approximately 1 million yuan, with loans primarily directed towards wholesale, retail, manufacturing, and construction sectors [5][25] - The introduction of "WeTrade Loan," a product aimed at small foreign trade enterprises, has already granted credit of 1.82 billion yuan to 1,700 companies within six months [7][27] Technological Advancements - WeBank has deployed over 100 AI application scenarios and 700 AI agents, significantly enhancing operational efficiency [8][28] - The bank's IT personnel account for over 50% of its workforce, with IT investment consistently exceeding 10% of operating income [10][30] - WeBank's distributed core banking system has reduced IT operational costs to an average of 2 yuan per account annually, supporting high transaction volumes [11][31] International Expansion - WeBank has established a technology subsidiary in Hong Kong and is expanding its digital banking solutions into markets like Indonesia, Malaysia, and Thailand [13][33] - The focus on regions with high internet penetration but low traditional banking coverage presents significant growth opportunities for WeBank [13][34] AI-Driven Banking - WeBank is transitioning to an AI-native banking model, where AI systems handle more processes, improving efficiency and accuracy [15][35] - The bank has developed a flexible AI infrastructure and user-friendly application development tools to enhance its service offerings [17][39] - WeBank aims to integrate AI deeply into business scenarios, optimizing marketing and customer engagement through advanced data analytics [19][37] Future Outlook - By mid-2025, WeBank's total assets reached 714.72 billion yuan, maintaining its position as a leading internet bank [20][40] - The bank's strategy emphasizes technological investment and inclusive finance, creating a robust foundation for sustainable growth [20][40]

Core Viewpoint - The leadership transition at WeBank, with Huang Liming taking over from Li Nanqing, comes at a critical time as the bank aims to transform into an "AI-native bank" while facing challenges in the consumer loan market [2][4][5]. Group 1: Leadership Change - Li Nanqing is set to step down as the president of WeBank, with Huang Liming appointed as his successor, a move approved by regulatory authorities [2][3]. - Huang Liming has been with WeBank for 11 years, playing a key role in the development of its flagship product, "Weilidai" [3][8]. - The transition is seen as a normal adjustment in management, with expectations for Huang to lead the bank through its transformation phase [2][5]. Group 2: Financial Performance - WeBank's total assets exceeded 700 billion yuan by June 2025, reflecting significant growth since its inception [6]. - For the first half of 2025, WeBank reported a net profit of 5.57 billion yuan, averaging about 30 million yuan per day, although both revenue and net profit showed a decline compared to the previous year [13][14]. - The bank's net profit growth has slowed from nearly 40% in 2021 to just 0.8% in 2024, indicating a shift in its financial performance dynamics [14]. Group 3: Business Strategy and Transformation - WeBank is accelerating its transition to an "AI-native bank" by enhancing its infrastructure and developing diverse application models [4][20]. - The bank's strategy has shifted from prioritizing scale to focusing on risk management and profitability, with a new "New Decade" strategy launched in 2024 [19][20]. - Huang Liming's leadership will involve restructuring the bank's operations into four main business segments, emphasizing technology integration and international development [20][23]. Group 4: Market Challenges and Opportunities - The consumer loan market is facing increased competition, with a decline in the balance of consumer loans by 5.53% year-on-year, and the average loan amount for Weilidai has decreased to 7,200 yuan [14][17]. - Despite challenges, WeBank's asset management has shown stable growth, with a 26% year-on-year increase in managed assets, primarily driven by its agency business [17]. - WeBank is exploring new growth opportunities in cross-border business and AI technology, particularly in the Asia-Pacific region, leveraging its digital banking solutions [23].

Core Viewpoint - The appointment of Huang Liming as the new president of WeBank marks a significant leadership transition amid challenging performance and regulatory pressures, as the bank faces its first revenue and profit decline since its establishment [2][4][7]. Group 1: Financial Performance - WeBank reported a revenue of 18.963 billion RMB for the first half of 2025, a year-on-year decrease of 3.44%, and a net profit of 5.566 billion RMB, down 11.87% [8]. - This marks the first occurrence of simultaneous revenue and profit decline since the bank's inception in 2014, contrasting with a nearly 10% growth in total asset size, which reached 714.725 billion RMB [8]. - The bank's non-performing loan ratio increased to 1.57%, highlighting a deterioration in asset quality [7][13]. Group 2: Business Challenges - The core product, "Weilidai," is experiencing growth bottlenecks, with the number of new effective personal customers dropping significantly to 25 million in 2024, nearly halving compared to 2021 [8][12]. - The competitive landscape has intensified, with other banks offering consumer loan rates below 3%, making Weilidai's 7.2% rate less attractive [8]. - The total personal consumption loan balance decreased by 5.53% to 202.775 billion RMB by the end of 2024 [9]. Group 3: Regulatory and Compliance Issues - WeBank faced a fine of 1.05 million RMB for credit management violations, indicating compliance challenges that Huang Liming must address [13]. - The bank's complaint volume reached 58,498 in 2024, primarily related to Weilidai and micro-enterprise loans, reflecting pressure on post-loan management [14][16]. Group 4: Strategic Shifts - WeBank is transitioning from reliance on Tencent's ecosystem, which has become a competitor, as Tencent reduced its stake in the bank and launched competing products [17][18]. - The bank has initiated a restructuring to align with its vision of becoming an "AI-native bank," focusing on integrating AI technology into its operations [22]. - Huang Liming's challenge lies in innovating the traditional business model he helped establish while navigating the bank's current performance and risk landscape [22].

Core Viewpoint - The appointment of Huang Liming as the new president of WeBank marks a significant leadership transition as the bank faces challenges in performance, asset quality, and structural transformation amid a tightening regulatory environment and shrinking consumer loans [1][2]. Leadership Transition - Huang Liming will be the third president of WeBank, following the tenure of Li Nanqing, who led the bank for ten years and significantly expanded its asset scale [2]. - Huang has been with WeBank since its inception and has a deep understanding of its operations, having previously served as the deputy president [2][3]. Business Performance - As of mid-2025, WeBank's total assets reached 714.72 billion yuan, maintaining its position as the leading internet bank, but it reported a decline in both operating income (189.63 billion yuan, down 3.44%) and net profit (55.66 billion yuan, down 11.86%) for the first time [4]. - The proportion of personal consumer loans has decreased, with total loans and advances amounting to 435.976 billion yuan, a year-on-year increase of 5.18%, while consumer loans fell by 5.53% [4]. Regulatory Environment - The new lending regulations have compressed the leverage space for joint loans, impacting WeBank's reliance on products like "Weilidai" that depend on external funding [5][6]. - The regulations require internet banks to assume more risk capital in joint loans and restrict outsourcing of core risk control functions, challenging WeBank's "light capital" operational model [6]. Strategic Adjustments - WeBank is undergoing a transformation focusing on cost reduction, structural optimization, and technology-driven growth, with an emphasis on corporate loans and wealth management as new growth areas [7][8]. - The bank has established partnerships with numerous financial institutions for wealth management and has developed a comprehensive AI infrastructure to enhance its digital banking capabilities [8][9]. Future Outlook - Analysts suggest that WeBank's strategic adjustments should focus on enhancing middle-income through high-value services, leveraging technologies like blockchain for risk control, and exploring new financial sectors [9]. - Huang Liming's leadership is expected to strengthen the integration of WeBank's consumer and business ecosystems, fostering innovation and compliance in product development [9].

Core Insights - The article discusses the emergence of Ryt Bank, the world's first AI-native bank, which utilizes a proprietary large language model (ILMU) to innovate its technology architecture, business model, and governance practices [4][6][41] - Ryt Bank represents a paradigm shift from traditional banking's AI applications, focusing on integrating AI deeply into core banking services rather than peripheral processes [4][10][41] Group 1: Ryt Bank's Establishment and Background - Ryt Bank was launched in August 2025, following the issuance of digital banking licenses by Bank Negara Malaysia in April 2022, with a focus on AI-driven services [7][8] - The bank is a collaboration between YTL Group and Sea Limited, combining expertise in infrastructure, technology, and digital ecosystems [8][41] - Ryt Bank operates under strict regulatory compliance, providing deposit insurance up to 250,000 MYR for each depositor, ensuring market trust [7][8] Group 2: Technological Innovations - Ryt Bank's core technology is the Ryt AI system, which integrates AI into the bank's core operations, contrasting with traditional banks that use AI as an auxiliary tool [10][17] - The ILMU model, developed specifically for banking scenarios, optimizes for accuracy, safety, and compliance, supporting a modular multi-agent system [11][19] - The system includes four key agents: Guardrails Agent, Intent Agent, Action Agent, and Q&A Agent, which streamline user interactions and enhance transaction security [12][16][20] Group 3: Business Model and Financial Inclusion - Ryt Bank's business model emphasizes "AI-first" and financial inclusion, aiming to lower barriers to access and enhance user experience [25][28] - The bank offers competitive savings products with up to 4% annual interest and no lock-in periods, appealing to younger, yield-focused customers [26][27] - Ryt Bank's services are designed to be user-friendly, particularly for underserved populations, by providing multi-language support and 24/7 AI assistance [28][29] Group 4: Implications for the Banking Industry - Ryt Bank's model serves as a blueprint for global banking digital transformation, showcasing how AI can redefine customer interactions and operational efficiency [31][32] - The bank's success highlights the potential for AI-native banks to challenge traditional financial systems and drive innovation in regulatory frameworks [34][41] - The article suggests that Ryt Bank's experience can inform China's banking sector as it pursues AI integration and financial inclusion initiatives [36][37]

Core Insights - The article discusses the emergence of Ryt Bank, the world's first AI-native bank, which utilizes a proprietary large language model (ILMU) to innovate its technology architecture, business model, and corporate governance [4][6][41] - Ryt Bank's AI-driven multi-agent system represents a paradigm shift from traditional banking's AI applications, focusing on integrating natural language interactions into core banking services [4][10][41] Technology Architecture and Innovations - Ryt Bank's core technology is the Ryt AI system, which integrates AI at the heart of its operations rather than as an add-on to existing systems [9][17] - The ILMU model, specifically designed for banking, optimizes for accuracy, security, and compliance, supporting a modular multi-agent system that transforms traditional banking processes into natural language dialogues [10][19] - The system operates through a four-stage workflow: Guardrails, Intent, Action, and Confirmation, ensuring secure and compliant transactions [10][11][12] Business Model Innovation and Financial Inclusion - Ryt Bank's business model emphasizes "AI-first" and financial inclusion, aiming to lower barriers to access and enhance user experience [25][28] - The bank offers competitive savings products with up to 4% annual interest and features like "Snap & Pay" for simplified payment processes [26][27] - Ryt Bank's approach to financial inclusion includes reducing operational barriers, overcoming language obstacles, and providing 24/7 AI services to underserved populations [28][29] Global Banking Transformation Insights - Ryt Bank serves as a case study for the global banking industry's transition from digitalization to intelligent banking, showcasing how AI can reshape customer interactions and operational efficiency [31][32] - The bank's model highlights the potential for AI to execute core financial transactions directly, contrasting with traditional banks that use AI primarily for auxiliary tasks [22][17] Regulatory and Collaborative Opportunities - Ryt Bank's experience offers valuable lessons for global financial regulation, demonstrating how innovation and regulation can coexist [34][36] - The article suggests that China could benefit from Ryt Bank's model by establishing AI regulatory sandboxes and fostering international fintech cooperation, particularly with Malaysia [37][40]

Core Insights - WeBank, China's first digital bank, and its subsidiary WeBank Technology made their debut at the Hong Kong FinTech Week x StartmeupHK Festival 2025, marking a new phase in their international development [1][3] - The event attracted over 37,000 participants from more than 100 economies, showcasing the significance of the fintech sector [3] Group 1: WeBank's Innovations and Achievements - WeBank highlighted its leading achievements in technological innovation and inclusive finance practices, showcasing its distributed core system and AI-native applications [3][4] - The bank has served over 430 million individual customers and has facilitated loans for more than 6 million small and micro enterprises [3][4] Group 2: AI Integration and Future Plans - WeBank is transitioning towards becoming an AI-native bank, with over 100 AI application scenarios and more than 700 agents deployed, enhancing organizational efficiency [4] - The bank's vice president emphasized the importance of AI in transforming financial services, aiming for smarter and more inclusive solutions [4] Group 3: International Expansion and Strategic Goals - WeBank Technology aims to establish its Hong Kong headquarters as a global sales and innovation center, leveraging the vibrant business environment to enhance local financial digitalization [4][6] - The company has expanded into markets such as Indonesia, Malaysia, and Thailand, negotiating with over 20 partner institutions and achieving cooperation intentions exceeding hundreds of millions of dollars [4][6]