本系列工作第一作者张泽宇，中国人民大学博士生，研究方向为大语言模型智能体的记忆机制和个性 化；谭浩然，中国人民大学硕士生，研究方向为大语言模型智能体。陈旭，中国人民大学预聘副教授， 研究方向包括大语言模型，信息检索等。 近期，基于大语言模型的智能体（LLM-based agent）在学术界和工业界中引起了广泛关注。对于智 能体而言，记忆（Memory）是其中的重要能力，承担了记录过往信息和外部知识的功能，对于提高智 能体的个性化等能力至关重要。中国人民大学高瓴人工智能学院与华为诺亚方舟实验室聚焦大语言模型 智能体的记忆能力，在该领域的研究早期，形成了一套完整的包括综述论文、数据集和工具包的研究体 系，致力于推动该领域的发展。 智能体记忆机制的早期综述 （TOIS'25） 在 2024 年 4 月，团队完成了早期的关于智能体记忆机制的综述。该综述从不同角度对智能体的记忆 进行了全面讨论。该综述讨论了「什么是智能体的记忆」和「为什么智能体需要记忆」，总结回顾了 「如何实现智能体的记忆」和「如何评测智能体的记忆能力」，归纳整理了「记忆增强的智能体应 用」，并提出当前工作存在的局限性和未来方向。通过该综述，团队希望能 ...

Core Viewpoint - The company reported a significant increase in revenue for the first half of 2025, driven by its focus on AI-native products and services, particularly in the areas of AI model applications and digital operations [1][2][3] Financial Performance - The company achieved approximately RMB 2.598 billion in revenue for the first half of 2025, with ICT support business revenue at about RMB 2.118 billion, digital operations revenue at approximately RMB 408 million, and AI model applications revenue at RMB 26 million, reflecting a 76-fold year-on-year increase [1] - The order amount for the first half of the year was approximately RMB 820 million, representing a 51.7% year-on-year growth [1] Business Strategy - The company plans to maintain a steady growth strategy, focusing on three main growth engines: AI model applications, 5G private networks, and digital operations, while accelerating order conversion [2][3] - The company aims to optimize its business structure by integrating AI and intelligent agent technologies into its digital operations, promoting a results-based payment innovation model [2] Market Outlook - The company expects its performance in the second half of the year to significantly exceed that of the first half, driven by an accelerated signing pace [3] - The company anticipates that AI model applications and 5G private networks will continue to experience rapid growth over the next three years, potentially reaching a scale comparable to that of a small telecommunications operator [15][16] Competitive Advantage - The company emphasizes its strong understanding of complex application scenarios and its extensive experience in delivering AI model applications across various industries, which positions it favorably against competitors [7][8] - The company has established partnerships with leading clients in multiple sectors, including energy, manufacturing, retail, and transportation, enhancing its market position [4][5] Organizational Changes - The company has restructured its business classification to improve clarity and focus on growth areas, specifically separating AI model applications, 5G private networks, and digital operations into distinct business units [9][10] - The company has optimized its personnel structure, reducing staff in traditional ICT areas while hiring experts in AI and digital operations to support new business growth [10][11] Industry Expansion - The company is actively expanding into non-telecommunications sectors, identifying industries with strong demand for new business solutions, such as energy, petrochemicals, and healthcare [19][21] - The company aims to achieve a balanced revenue structure, targeting a 50:50 split between telecommunications and non-telecommunications markets in the coming years [22]

游族网络（SZ 002174，收盘价：15.2元）8月6日晚间发布公告称，公司第七届第十三次董事会会议于 2025年8月6日在上海市徐汇区宜山路711号华鑫商务中心2号楼公司会议室召开。会议审议了《关于提前 赎回"游族转债"的议案》等文件。 （文章来源：每日经济新闻） 2024年1至12月份，游族网络的营业收入构成为：软件和信息技术服务业占比99.77%，租赁业占比 0.23%。 ...

金融界2025年8月5日消息，国家知识产权局信息显示，腾讯科技（深圳）有限公司取得一项名为"神经 网络结构搜索方法、装置、计算机设备和存储介质"的专利，授权公告号CN113822426B，申请日期为 2021年07月。 本文源自：金融界 作者：情报员 天眼查资料显示，腾讯科技（深圳）有限公司，成立于2000年，位于深圳市，是一家以从事软件和信息 技术服务业为主的企业。企业注册资本200万美元。通过天眼查大数据分析，腾讯科技（深圳）有限公 司共对外投资了15家企业，参与招投标项目263次，财产线索方面有商标信息5000条，专利信息5000 条，此外企业还拥有行政许可527个。 ...

Company Overview - NTG Clarity Networks Inc. aims to be a global leader in digital transformation solutions, established in 1992 as a Canadian company [4] - The company provides software, networking, and IT solutions to large enterprises, including financial institutions and network service providers [4] - NTG Clarity employs over 1,200 IT and network professionals who offer design, engineering, implementation, software development, and security expertise [4] Conference Participation - NTG Clarity will participate in the Canaccord Genuity 45th Annual Growth Conference on August 12-13, 2025, in Boston, Massachusetts [1][2] - The company will deliver a formal investor presentation on August 12, 2025, at 4:00 PM ET, which can also be viewed online [3] - Management will be available for one-on-one meetings with investors during the event [2][3]

润泽科技（SZ 300442，收盘价：47.67元）8月5日晚间发布公告称，截至2025年7月31日，公司尚未实 施本次回购股份。 2024年1至12月份，润泽科技的营业收入构成为：软件与信息技术服务业占比100.0%。 （文章来源：每日经济新闻） ...

润泽科技（SZ 300442，收盘价：47.67元）8月5日晚间发布公告称，2025年8月5日，公司通过回购专用 证券账户以集中竞价方式首次回购公司股份数量为22万股，占公司总股本0.01%，回购成交的最高价格 为47.69元/股，最低价格为47.5元/股，支付的总金额为人民币约1047万元。 （文章来源：每日经济新闻） 2024年1至12月份，润泽科技的营业收入构成为：软件与信息技术服务业占比100.0%。 ...

Group 1 - The core point of the article is that Tencent Technology (Beijing) Co., Ltd. has obtained a patent for a method and device for abstract acquisition, with the patent number CN113127652B, applied for on January 2020 [1] - Tencent Technology (Beijing) Co., Ltd. was established in 2005 and is primarily engaged in software and information technology services, with a registered capital of 1.6 million USD [1] - The company has made investments in 9 enterprises, participated in 47 bidding projects, and holds 1,423 patent records, along with 159 administrative licenses [1]

本文源自：金融界 作者：情报员 金融界2025年8月5日消息，国家知识产权局信息显示，腾讯科技（深圳）有限公司取得一项名为"一种 音乐信息生成方法、装置和计算机可读存储介质"的专利，授权公告号CN115966219B，申请日期为2021 年10月。 天眼查资料显示，腾讯科技（深圳）有限公司，成立于2000年，位于深圳市，是一家以从事软件和信息 技术服务业为主的企业。企业注册资本200万美元。通过天眼查大数据分析，腾讯科技（深圳）有限公 司共对外投资了15家企业，参与招投标项目263次，财产线索方面有商标信息5000条，专利信息5000 条，此外企业还拥有行政许可527个。 ...

金融界2025年8月5日消息，国家知识产权局信息显示，腾讯科技（深圳）有限公司取得一项名为"一种 页面分享图片的生成以及页面分享方法和装置"的专利，授权公告号CN112052420B，申请日期为2020年 10月。 天眼查资料显示，腾讯科技（深圳）有限公司，成立于2000年，位于深圳市，是一家以从事软件和信息 技术服务业为主的企业。企业注册资本200万美元。通过天眼查大数据分析，腾讯科技（深圳）有限公 司共对外投资了15家企业，参与招投标项目263次，财产线索方面有商标信息5000条，专利信息5000 条，此外企业还拥有行政许可527个。 本文源自：金融界 作者：情报员 ...