Core Viewpoint - The article discusses the intense competition among major internet companies in China to dominate the AI model application space, highlighting the strategic positioning of Deep Seek and its founder Liang Wenfeng as a significant player in this evolving landscape [2][4]. Group 1: AI Competition Landscape - Major internet giants are aggressively investing in user incentives, with Tencent distributing 1 billion yuan in cash red envelopes, Baidu offering 500 million yuan for promoting its Wenxin assistant, and Alibaba launching a 3 billion yuan campaign [4]. - The competition is characterized by rapid product releases, with ByteDance announcing its Doubao model 2.0 and Alibaba introducing its Qwen-Image 2.0 model, indicating a synchronized response among competitors [5][6]. Group 2: Deep Seek's Positioning - Deep Seek, founded by Liang Wenfeng, has maintained a low profile despite its significant achievements, including the release of the R1 model in early 2025, which matched top global models at a fraction of the cost [2][9]. - The company is rumored to be preparing to launch its next-generation model, V4, aimed at coding AI, but has remained silent on the exact timeline [6][10]. - Deep Seek's recent updates have increased its context window from 128K tokens to 1 million tokens, suggesting ongoing advancements in its technology [6]. Group 3: Liang Wenfeng's Background - Liang Wenfeng, born in 1985 in Guangdong, has a strong academic background in computer science and has been involved in AI and quantitative trading since his university days [7][8]. - He co-founded Hangzhou Huafang Technology, which became a significant player in quantitative trading, and later established Deep Seek to pursue general artificial intelligence [9]. Group 4: User-Centric Approach - Deep Seek is shifting its focus towards user experience and product innovation, as evidenced by its recent job postings aimed at enhancing C-end product functionality [10][11]. - The article emphasizes the importance of addressing real user needs in the AI sector, suggesting that the ability to solve genuine problems will determine the success of AI applications [11].

Market Overview - The Hong Kong stock market experienced a decline, with the Hang Seng Index falling by 1.72% to 26,567.12 points, the Hang Seng Tech Index down by 0.90% to 5,360.42 points, and the National Enterprises Index decreasing by 1.55% to 9,032.71 points [1] - The Hang Seng Index opened lower at 26,640.16 points, dropped by 392.38 points, and ultimately closed down by 465.42 points, with a total trading volume exceeding 257.5 billion HKD [1] - The southbound trading (Hong Kong Stock Connect) saw a net inflow of over 20.2 billion HKD [1] Sector Performance - Overall, sectors such as chips and department stores saw gains, while new consumption, new energy vehicles, and telecommunications had mixed results. Conversely, sectors like gold, non-ferrous metals, biomedicine, port transportation, technology, oil and gas, brokerage, and banking mostly experienced declines [1] Individual Stock Movements - Notable stock movements included Xiaomi Group increasing by 0.88%, AIA Group decreasing by 4.18%, Zijin Mining falling by 7.64%, Hong Kong Exchanges and Clearing down by 2.13%, and Semiconductor Manufacturing International Corporation rising by 0.79% [1] - Ctrip Group-S dropped by 2.10%, Pop Mart fell by 1.90%, while Tian Shu Zhi Xin surged by 14.59% and Zhi Pu increased by 20.65% [1] - China Construction Bank decreased by 1.49%, China Resources Land fell by 2.52%, and Lao Pu Gold dropped by 3.97%, while Guotai Junan International rose by 4.61% and China Petroleum & Chemical Corporation fell by 4.33% [1] Top Traded Stocks - The top three traded stocks included Tencent Holdings, which fell by 0.65% with a trading volume exceeding 14.2 billion HKD; Alibaba, down by 2.02% with over 10.8 billion HKD in transactions; and Meituan, which decreased by 3.18% with a trading volume of over 8.1 billion HKD [2]

这标志着 RLVR 的模型调优正在逐渐告别 "玄学"，变得更加 "科学"。 本文来自腾讯混元研究博客（HY Research），是继 《 从上下文学习远比我们想象的更难 》（Learning from context is harder than we thought）之后的第二篇公开研 究。在这篇文章里，混元团队将对大模型强化学习中的 "工程深水区" 展开探索，希望通过一系列提升 RLVR 训练细粒度可观测性的基础设施工具，降低 RLVR 底 层物理和统计机理研究的 "工程壁垒"。 这篇博客提出了异常梯度定位器（Gradient Anomaly Localizer, GradLoc），可以将全局梯度突刺（gradient spike）定位到具体出现问题的 token 上，助力系统性解决 强化学习中训练不稳定的问题，让开发者不再依赖直觉试错，而是基于确凿的数据证据进行 "确定性" 的算法迭代。 如果说 2024 年的大模型竞争焦点在预训练（Pre-training），那么 2025 年的主战场已彻底转向后训练阶段。通过利用数学、代码等领域的可验证结果作为反馈信号 （RLVR），大模型正在实现推理能力的显著跃升 ...

Core Viewpoint - The launch of QQ AI's new feature "QQ Brainstorm Show" on Yuanbao provides users with a novel personal creation platform, allowing them to generate animated short videos using their photos and various templates [1][2]. Group 1: Feature Overview - The "QQ Brainstorm Show" allows users to upload personal photos to create Q-version virtual images and produce animated short videos in a fun style [1][2]. - Users can choose from a variety of video templates that include humorous skits, fantasy stories, and Spring Festival greetings [1][2]. - The feature enables users to generate videos starring their 3D avatars with a single photo upload and offers options for users to describe their own storylines for more creative outputs [1][2]. Group 2: Sharing Capabilities - Generated videos can be easily shared within the Yuanbao community, allowing users to connect and share their creations with friends [1][2].

Group 1: Core Insights - The article highlights the top 50 keywords in AI for the week, providing a comprehensive overview of the latest developments in the AI industry [2] - Key models mentioned include Claude Opus 4.6 by Anthropic and GPT-5.3-Codex by OpenAI, indicating advancements in AI model capabilities [3] - Various applications of AI are showcased, such as Seedance 2.0 by ByteDance and WorkBuddy by Tencent, reflecting the growing integration of AI in different sectors [3][4] Group 2: Models - Claude Opus 4.6 and Opus 4.6极速模式 are significant models from Anthropic, showcasing their focus on enhancing AI performance [3] - OpenAI's GPT-5.3-Codex represents a notable evolution in generative AI technology [3] - Other models like 2Bit量化端侧模型 by Tencent and Ming-flash-omni 2.0 by Ant Group highlight the competitive landscape in AI model development [3] Group 3: Applications - The article lists various innovative applications, including DreamZero by NVIDIA and AI女友Clawra by OpenClaw, indicating diverse use cases for AI technology [3][4] - The introduction of tools like CodeBrain-1 by Feeling AI and 深度研究智能体 by Meituan reflects the trend towards specialized AI applications in research and development [4] - The presence of applications like FireRed-Image-Edit by Xiaohongshu and 自定义智能体 by Rokid shows the focus on user-friendly AI solutions [4] Group 4: Technology and Trends - The article discusses technological advancements such as AI绘制脑图 by the University of California and the concept of a robot fighting league, indicating the innovative directions in AI research [4] - Insights from figures like Elon Musk on the concept of a robot perpetual motion machine suggest ongoing debates and explorations in AI capabilities [4] - The mention of AI基建支出 by major US tech companies highlights the increasing investment in AI infrastructure [4]

Group 1: Events and Forums - The "Dubai Business Forum - China" will take place in Shenzhen on May 14, 2026, focusing on economic collaboration and investment opportunities between China and Dubai [2] - A closed-door sharing session on Japanese robot market entry will be held in Shenzhen on March 12, organized by JETRO and 36Kr [3] Group 2: Company Developments - Tencent's ride-hailing service has integrated with Uber, supporting services in 20 countries and regions, including Hong Kong and Japan [4] - Temu has partnered with DEKRA to enhance product safety compliance for electronic goods on its platform [4] - BYD has officially entered the Egyptian market in collaboration with Mansour Group, showcasing three new car models [4] - AITO announced its entry into the UAE market through a partnership with Abu Dhabi Motors [5] - FAW Jiefang signed a strategic agreement with a Saudi dealer for the first batch of 500 vehicles [5] - Junlian Zhixing showcased its intelligent automotive solutions at Volkswagen's global headquarters [5] Group 3: Financing and Investments - Qunche Intelligent has completed a multi-hundred million yuan Series A financing round, with participation from several overseas funds [8] - Hexin Power has secured several million yuan in angel round financing, focusing on agricultural intelligent solutions [8] - Bee Technology, a subsidiary of Zhiyuan Robotics, has completed several hundred million yuan in seed and angel round financing [8] - MossCode, an AI smart sports wear brand, has completed several million yuan in angel round financing, planning to launch in the European and American markets in 2026 [9] - Starry Dream House has completed a total of 80 million yuan in financing, with significant orders secured in Australia [9] Group 4: Market Trends and Policies - The surgical robot market is expected to grow significantly, with AI enabling autonomous operations and enhancing remote surgery capabilities [10] - By 2025, global humanoid robot shipments are projected to reach 17,800 units, with Chinese manufacturers leading the market [11] - China is deepening trade cooperation with South Africa and Kenya, aiming for zero-tariff access for products [12] - China's digital trade surplus is expected to double by 2025, driven by rapid growth in cloud computing and AI sectors [12]

来源：环球网 新春启序，文脉绵延。数字科技与传统文化的深度融合，正为中华优秀传统文化传承注入新活力。近 日，陕西省铜川市耀州区再度携手腾讯竞技类桌游《英雄杀》，以"翰墨华章耀山河"为主题推出新春联 动文创版本，聚焦耀州籍唐代楷书四大家柳公权的柳体书法及当地多元民间文艺，借助游戏数字化载 体，让千年文脉跨越时空触达年轻群体。这是双方继2025年首次牵手后的又一次深度合作，为地方民间 文艺活态传承与创新发展探索出可行路径、注入新动能。 厚植文脉底蕴 数字点亮"耀州文化名片" 本次联动以游戏为重要载体，打破传统文化传播的时空壁垒，打造沉浸式、互动式文化体验场景，让柳 体书法与耀州非遗可感、可触、可参与。围绕柳公权生平故事打造的专属副本"翰墨华章"，通过生动的 关卡剧情，再现书法大家的传世历程，将"心正笔正"的精神内核转化为玩家可直观体验的游戏内容，实 现文化精神的具象化传递与潜移默化的浸润。 为确保柳公权相关文化内容的准确性、权威性与专业性，本次联动特邀陕西省图书馆（陕西省古籍保护 中心）担任学术支持单位，深入挖掘柳公权"心正笔正"的书法精神内核，梳理其书法艺术成就与历史影 响，让千年书法风骨与鲜活历史故事通过游戏 ...

Core Viewpoint - The upcoming Spring Festival will see a significant "red envelope war" among major internet companies, with total investments exceeding 8 billion yuan, and potential total funding reaching 10 billion yuan when including undisclosed amounts from various platforms [2][16]. Group 1: Investment Amounts and Strategies - Alibaba is investing 3 billion yuan through its Qianwen app, offering a 25 yuan free order card and incentives for new user referrals [3][14]. - JD.com is also contributing 3 billion yuan, providing shopping coupons and cash prizes, including a 50% discount on iPhones [3][14]. - Tencent is allocating 1 billion yuan for its Yuanbao app, focusing on social interaction and AI-driven features [3][14]. - Baidu is investing 500 million yuan in its Wenxin app, promoting card collection and AI-enhanced interactions [3][14]. - ByteDance's Douyin is contributing 300 million yuan, while the exact amount for its Doubao platform remains undisclosed [3][14]. - Kuaishou is investing 200 million yuan, utilizing various interactive features to engage users [3][14]. - Ant Group (Alipay) and Weibo have not disclosed their investment amounts but are participating in the red envelope activities [3][14]. Group 2: User Retention Concerns - Experts warn that relying solely on red envelopes may lead to low user retention rates, with 7-day retention below 20% and 30-day retention potentially dropping below 5% [8][21]. - The red envelope strategy addresses initial user engagement but fails to ensure long-term usage [8][21]. Group 3: Competitive Landscape and AI Integration - The competition is intensified by the emergence of generative AI technologies, with companies like Alibaba, Tencent, and Baidu leveraging their AI applications as key platforms for distributing red envelopes [6][16]. - The red envelope war reflects a shift in focus towards AI capabilities, with companies aiming to establish a competitive edge in the evolving digital landscape [6][16]. - ByteDance's Doubao is expected to benefit significantly from its collaboration with the Spring Festival Gala, potentially positioning it as a major winner in this year's competition [19].

Financial Data - In January, China's social financing increased by 7.22 trillion yuan, up by 166.2 billion yuan year-on-year, while RMB loans rose by 4.71 trillion yuan, with a total balance of 276.62 trillion yuan, reflecting a year-on-year growth of 6.1% [1] - The weighted average interest rate for new corporate loans in January was approximately 3.2%, down by about 20 basis points year-on-year, while the rate for personal housing loans remained stable at 3.1% [3] - The M2 money supply grew by 9% year-on-year, and M1 increased by 4.9% [1] Real Estate Market - Data from the National Bureau of Statistics indicated that the month-on-month decline in second-hand housing prices in 70 cities narrowed, with first, second, and third-tier cities seeing reductions of 0.4, 0.2, and 0.1 percentage points respectively [1] - Year-on-year, new and second-hand housing prices in 70 major cities continued to decline, with the rate of decrease further widening [1] Stock Market Performance - The A-share market showed a positive trend in the post-Spring Festival period, with the Shanghai Composite Index rising by 4.85% in the first five trading days of 2024, marking the highest increase in nearly a decade [2] - The Shanghai Composite Index closed down by 1.26% at 4082.07 points on the last trading day before the Spring Festival, with a total market turnover of 2 trillion yuan [4] Regulatory Developments - The China Securities Regulatory Commission (CSRC) imposed strict penalties on Tianfeng Securities for illegal financing and information disclosure violations, with fines totaling 25 million yuan [4] - The State Administration for Market Regulation and the Ministry of Commerce announced enhanced supervision of cross-border e-commerce retail imports, focusing on recall regulations [3] Corporate News - Meituan projected a loss of over 23 billion yuan for the previous year, with continued losses expected in the first quarter of this year, primarily due to a significant decline in operating profit in its core local business segment [6] - The Hong Kong Stock Exchange is considering expanding the scope of confidentiality applications beyond technology and biotech sectors to include traditional industries [5]

Summary of Key Points Core Viewpoint - As of January 31, 2026, a total of 396 ride-hailing platform companies have obtained operating licenses in China, with a slight increase of one company from the previous month. The regulatory information exchange system received 974 million orders in January 2023 [1]. Group 1: Order Compliance Rates - The top 10 platforms by order compliance rate (the percentage of orders where both drivers and vehicles are licensed) are ranked as follows: Fengyun Travel, Ruqi Travel, Jishi Ride, Xixing Ride, T3 Travel, Xiangdao Travel, Sunshine Travel, Caocao Travel, Didi Travel, and Huaxiaozhu Travel [1]. - The platforms with the highest growth in order compliance rates are Caocao Travel, Xixing Ride, and Xiangdao Travel, while the platforms with the lowest growth are Jishi Ride (-0.6%), Didi Travel (-0.7%), and Huaxiaozhu Travel (-3.0%) [1]. Group 2: Aggregator Platforms and Major Cities - Aggregator platforms, which provide services in conjunction with ride-hailing companies, completed 302 million orders, reflecting a month-on-month growth of 3.4%. The order compliance rates for these platforms are ranked as follows: Huaxiaozhu Travel, Didi Travel, Gaode Dache, Baidu Dache, Tencent Travel, Ctrip Travel, and Meituan Dache [3]. - Among major cities, the top ten by order compliance rate are Xiamen, Chengdu, Shenzhen, Hangzhou, Guangzhou, Nanjing, Jinan, Chongqing, Ningbo, and Qingdao, with all 26 cities reporting compliance rates above 80% [3].