于钟海在演讲中展示了一组数据：顶尖AI实验室的模型更新周期已缩短至数月，而企业对某一特定模 型的用户留存率，即便是性能卓越的"神模"，12个月后也可能降至较低水平。"这意味着，企业试图通 过自研或深度绑定某一模型来建立竞争优势，不仅成本高昂，而且'保鲜期'极短。"他认为，在这场以 AI为核心的数字化转型中，企业的核心优势将回归其独有的、高质量的数据资产与组织知识。 这一判断揭示了当前企业级AI应用的核心瓶颈。尽管大模型能力突飞猛进，但许多企业的AI项目却陷 入"演示惊艳、落地困难"的困境。症结何在？于钟海指出，问题往往不在于模型本身，而在于业务数据 的"沉睡"与"无序"。财报、合同、设计图纸、会议纪要、工艺手册……这些散落在各处、格式不一、质 量参差的文档，无法直接被AI理解和使用，构成了AI落地的"最后一公里"障碍。 基于对行业痛点的深刻洞察和文档能力的长期积累，金山办公推出的WPS365一站式AI协同办公平台， 其发展路径与于钟海的观点高度契合。WPS365不满足于提供AI工具，而是致力于为企业构建"全域知 识基座"，其核心逻辑是通过强大的文档解析与知识治理能力，激活企业沉睡的非结构化数据。 在这一领域， ...

1月27日，金山办公宣布旗下WPS 365"企业大脑"已在华东地区组织级客户中率先落地。作为由全域知识驱动的核心引擎，该方案通过深度赋能，实现了业 务效率显著提升与知识资产的高效盘活，交出了多项关键成果的亮眼答卷。 对此，金山办公助理总裁朱熠锷提出，企业AI应用正加速从"以模型为中心"转向"以数据为中心"，数据质量成为决定企业AI应用效果的关键。WPS 365以知 识增强生成（Knowledge-Augmented Generation）为支撑，让大模型"掌握"企业真正的知识资产。 从 RAG 到 KAG ，让大模型真正 " 掌握 " 企业知识 近三年来，尽管大模型能力飞速发展、算力价格持续下降，但技术层面的进步并未自动转化为企业AI生产力的实质性突破。企业在应用AI时会遭遇复杂文 档解析、知识冲突、企业黑话、问答相关性弱等现实挑战。高质量的数据治理已经成为AI融入千行百业的关键因素。 中金公司研究部执行总经理、计算机行业首席分析师于钟海介绍，头部模型的快速迭代让企业在模型侧作出的努力"保鲜期"极短，越来越多的企业选择外部 采购模型，而数据作为AI时代的企业底盘，将是企业唯一可持续的AI护城河。 针对这一行业 ...

新华财经上海1月28日电（记者高少华）金山办公27日在上海宣布旗下WPS 365"企业大脑"已在华东地区客户中率先落地。作为由全域知识驱动的核心引 擎，该方案通过深度赋能，实现业务效率显著提升与知识资产的高效盘活。 金山办公助理总裁朱熠锷现场分享 （受访者供图） 金山办公助理总裁朱熠锷表示，企业AI应用正加速从"以模型为中心"转向"以数据为中心"，数据质量成为决定企业AI应用效果的关键。WPS 365以知识增强 生成（Knowledge-Augmented Generation）为支撑，让大模型"掌握"企业真正的知识资产。 转自：新华财经 针对这一行业痛点，金山办公提出了知识增强生成的新模式。与传统的检索增强生成（Retrieval-Augmented Generation）仅让大模型"看到"文档不同，知识 增强生成架构系统性融合多模态、多结构的知识资产，使AI能够真正"掌握"企业知识的内在逻辑与关联。 金山办公副总裁吴庆云表示，高质量数据治理已经成为保障企业级AI应用效果的关键，企业需要优先完成非结构化数据的收集与治理。他提出"三步走"的实 施路径：首先，通过WPS 365办公软件一体化的特性将散落各处的非 ...

Investment Rating - The report rates the computer industry as "Overweight," indicating that the industry is expected to outperform the overall market [9]. Core Insights - Clawdbot signifies a transition in AI product forms from "scene-level assistants" to "system-level Agent platforms," emphasizing comprehensive execution capabilities across tools and systems [3]. - The evolution of Agents is marked by a clear path from Skills to Claude Excel and Clawdbot, shifting market focus from model parameters to the ability to execute complex tasks and integrate external tools [3]. - Clawdbot's revolutionary aspect lies in its ability to understand high-level user intentions and autonomously break them down into ordered steps, enhancing automation in complex workflows [3]. - The deployment of system-level Agents faces challenges such as high complexity in enterprise deployment, data security concerns, and the need for improved stability and traceability across systems [3]. - The acceleration of Agent deployment does not imply the replacement of traditional software but rather positions Agents as intelligent interaction and automation hubs, enhancing overall efficiency [3]. Summary by Sections AI Application Key Companies Valuation - The report includes a valuation table for key AI application companies, detailing their market capitalization and projected net profits for 2024 to 2027, with notable companies such as Kingsoft Office, Yonyou Network, and Zhongkong Technology [4].

Core Insights - The report emphasizes that China's asset value has significant room for revaluation, with the stock market expected to experience a slow bull market in 2025, driven by the transition from old to new economic drivers and the increasing share of the tertiary industry [6] - The report highlights that the liquidity environment is expected to remain supportive for the stock market in 2026, with potential interest rate cuts in China and a narrowing of interest rate differentials between China and the US [7] - The report anticipates a turning point in corporate earnings and valuations in the A-share market, with a projected profit growth rate of around 12% in 2026 [8] Economic News - The report notes that retail sales in various sectors, including home appliances and tourism, have shown significant year-on-year growth, indicating a recovery in consumer spending [2] - The People's Bank of China has announced measures to enhance offshore RMB liquidity, which may positively impact market confidence and investment [2] - The report mentions that foreign direct investment in China has increased, particularly in high-tech industries, reflecting a positive trend in attracting foreign capital [2] Industry Analysis - The report discusses the ongoing transformation of China's manufacturing sector, with a shift towards high-value-added services and technology-driven industries, which is expected to enhance the profitability of Chinese assets [6] - The report highlights the expected growth in the lithium industry, driven by the demand for electric vehicles and energy storage systems, with a projected compound annual growth rate (CAGR) of 21% for lithium demand from 2024 to 2027 [21] - The report indicates that the rare earth industry is undergoing a structural optimization, with supply constraints and increasing demand from sectors like electric vehicles and renewable energy, which may lead to price increases and improved profitability for related companies [17][18] Company Recommendations - The report recommends several stocks for 2026, including Torch Electronics, which is expected to benefit from improving industry conditions, and Guoli Electronics, which has a strong position in the semiconductor and new energy sectors [13] - Other recommended companies include Huace Navigation, which is poised to benefit from the Beidou satellite system, and Kingsoft Office, which is expected to see growth in its software business [13][14] - The report also highlights the potential of companies in the lithium and rare earth sectors, such as Zhongmin Resources and Jinyang Salt, due to the anticipated growth in demand for these materials [20][21]

Investment Rating - The investment rating for the company is "Buy" with a current price of 30.44 HKD and a target value of 50.25 HKD [4]. Core Insights - The report anticipates a stabilization in gaming revenue, steady performance in office software, and a rebound in profits for Q4. The company is expected to see a 10% quarter-on-quarter revenue increase in Q4 2025, despite a year-on-year decline of 5% [8][10]. - The gaming segment is projected to experience a year-on-year revenue decline of 32% and a quarter-on-quarter decline of 2% in Q4 2025, with new game "Goose Duck" exceeding expectations [8][10]. - The office software segment is expected to grow by 19% year-on-year in Q4 2025, driven by government projects and the enhancement of WPS 365 as a global AI collaboration platform [8][10]. - The cloud segment is forecasted to grow by 20% year-on-year in Q4 2025, with continued high capital expenditures expected in 2026 [8][10]. Financial Forecasts - Revenue projections for the company are as follows (in million RMB): - 2023A: 8,534 - 2024A: 10,318 - 2025E: 9,730 - 2026E: 11,571 - 2027E: 13,416 - The growth rates are expected to be 11.7% for 2023, 20.9% for 2024, -5.7% for 2025, 18.9% for 2026, and 15.9% for 2027 [3][10]. - The EBITDA is projected to be 1,268 million RMB in 2023, increasing to 3,511 million RMB by 2027 [3][10]. - The net profit attributable to shareholders is expected to rise from 483 million RMB in 2023 to 2,081 million RMB in 2027, with significant growth in 2024 [3][10]. Business Segment Analysis - Gaming revenue is expected to be 3,977 million RMB in 2023, with a decline to 3,768 million RMB in 2025, followed by a recovery to 4,239 million RMB in 2026 [9][10]. - Office revenue is projected to grow from 4,557 million RMB in 2023 to 5,962 million RMB in 2025, and further to 7,332 million RMB in 2026 [9][10]. - The cloud segment is anticipated to generate significant growth, with revenue expected to reach 12,215 million RMB by 2026 [9][10]. Valuation and Investment Recommendation - The report suggests a valuation of 50.25 HKD per share based on a combination of gaming, office, and cloud business valuations, applying a PE ratio of 13x for gaming, 35x for office, and 3x PS for cloud [12][16]. - The overall recommendation remains "Buy" based on the expected performance and growth potential of the company [12].

Investment Rating - The report indicates a positive investment outlook for the industry, highlighting a "golden window period" for the short drama sector, with expectations for significant growth in the coming years [2][11]. Core Insights - The short drama industry has reached a scale of nearly 1 trillion yuan, surpassing both the film and long video sectors, with a projected compound annual growth rate (CAGR) of over 50% from 2023 to 2026 [11]. - The market for animated dramas is expected to exceed 22 billion yuan by 2026, contributing 50% of the incremental growth in the short drama industry [11]. - ByteDance is positioned as the absolute leader in the animated drama sector, leveraging its "traffic + IP + AI" integrated strategy to dominate the market [2][17]. - The application of AI technology is transforming the production paradigm of animated dramas, reducing production cycles from over 50 days to under 30 days and significantly lowering costs [3][21]. Summary by Sections Section 1: The Golden Window for Short Dramas - The short drama market has surpassed 1 trillion yuan, with user engagement increasing, and the average daily viewing time expected to exceed 100 minutes by 2025 [11]. - The market has entered a phase of rapid growth and commercialization, with significant increases in both supply and demand for animated dramas [11][12]. Section 2: AI Reshaping Production Paradigms - AI technologies are enabling a shift from manual production to industrialized generation, with production costs dropping to the thousand-yuan level [3][21]. - The integration of AI in production processes is expected to streamline workflows, reducing the number of steps from 11 to 5 and cutting costs by 60% [3][24]. Section 3: Trends in AI Applications - The report anticipates a significant uptick in AI applications by 2026, driven by the need for software to leverage substantial computational investments [4][31]. - Companies are increasingly integrating AI into their business models, with some reporting that AI-related revenues account for over 10% of total income [4][31]. Section 4: Related Investment Targets - Key investment targets include companies such as DeCai Co., Zhaochi Co., and Wanxing Technology, among others, which are positioned to benefit from the growth in the animated drama and AI sectors [5][40].

Investment Rating - The report assigns an "Overweight" rating to the computer industry [5][13]. Core Insights - As of Q4 2025, institutional holdings in the computer sector have decreased to 2.1%, down 1.1 percentage points from Q3, marking a historical low. This level is only slightly above the 2.0% recorded in Q2 2022. There is significant potential for increase as the current holdings are far below the highs of over 6% seen in 2020 and 2023, and well below the 12% level in 2015 [3][5][7]. - The report highlights that institutions are increasing their positions in sub-sectors such as AI applications and commercial aerospace, while still heavily invested in large models, intelligent computing, and domestic innovation [5][7]. - The top ten companies by number of institutional holders in Q4 2025 include Kingsoft Office, Southern Power Digital, iFlytek, Inspur Information, and others. In terms of market value, Kingsoft Office leads with 139 billion, followed by iFlytek with 108 billion [7][8]. Summary by Sections - **Institutional Holdings Analysis**: The report details that institutional holdings in the computer industry have fluctuated significantly over the past five years, with a notable rise to 6.2% in late 2022, followed by a decline to 2.1% in Q4 2024. The report emphasizes the potential for recovery given the historical context [5][6][7]. - **Sector Performance**: The report indicates that the computer sector is currently underweight, with a significant gap from previous highs, suggesting a favorable environment for future investment [5][6]. - **Key Companies**: The report lists the top ten companies by institutional holdings, noting changes in the composition of these holdings compared to Q3 2025, with new entries and exits among the top firms [7][8].

Core Viewpoint - The article discusses the current state and trends in the computer industry, highlighting the allocation of public funds and the performance of key stocks within the sector. Group 1: Industry Allocation and Performance - The relative allocation of public funds in the computer industry shows a significant interest in top stocks, with the most held stocks being Kingsoft Office, Hikvision, and Inspur Information [6][9]. - The top twenty stocks by fund holdings include notable companies such as Kingsoft Office, Keda Xunfei, and Deepin Technology, indicating a concentrated investment strategy among funds [6][9]. - The market value held by funds in these top stocks reflects a strong confidence in their performance, with Kingsoft Office leading with a market value of 184 billion [9]. Group 2: Fund Holdings and Changes - The article lists the top twenty stocks with the highest fund holdings, emphasizing the dominance of companies like Keda Xunfei and Kingsoft Office in terms of both number of funds and market value [9][10]. - The stocks with the highest increase in fund holdings include Keda Xunfei and Zhongke Xingtai, suggesting a growing interest and potential bullish sentiment towards these companies [8][10]. - The analysis of fund holdings indicates a strategic shift towards companies that are perceived to have strong growth potential in the computer sector [6][8].

Investment Rating - The report indicates a positive outlook for the computer industry, suggesting that it has fundamental support for investment and potential for future growth [1][2]. Core Insights - The computer sector is expected to experience a rebound in performance due to the recovery of the macro economy and advancements in AI technology, which are anticipated to enhance profitability [1][10]. - The report highlights a significant increase in demand for CPUs, driven by the rise of AI applications and the need for high-performance computing [16][19]. - The introduction of sandbox environments for AI agents is seen as a critical development, enhancing system security and performance in high-concurrency scenarios [22][29]. Summary by Sections Investment Allocation - In Q4 2025, the public fund allocation for the computer industry was 1.6%, a decrease of 0.8 percentage points from the previous quarter, ranking it 14th among 30 sectors [2][3]. - The top ten holdings in the computer sector included Inspur Information, Kingsoft Office, and Sangfor Technologies, with notable changes in the composition of these holdings [4][5]. Valuation Metrics - As of January 23, 2026, the PE (TTM) for the computer industry was 94.6x, placing it in the 94.80th percentile historically, while the PS (TTM) was 4.0x, in the 71.40th percentile [10][11]. - The report suggests that despite high PE levels, there is still room for growth in PS and PCF valuations as the market sentiment improves [10][11]. CPU Price Expectations - Intel and AMD are expected to raise server CPU prices by 10% to 15% in Q1 2026 due to supply constraints and increased demand from AI applications [16][21]. - The report emphasizes the growing importance of CPUs in AI workloads, particularly in managing complex tasks and ensuring system stability [19][40]. Key Investment Themes - The report identifies several key investment themes, including leadership in the digital economy, AIGC applications, and the importance of data elements and new industrialization [41][42]. - Specific companies recommended for investment include Inspur Information, Kingsoft Office, and various firms involved in AI and data solutions [41][42].