最近在复盘各家如何使用世界模型的，今天和大家盘一下理想在这方面的工作。理想对世界模型的定义在 重建+生成 ，利用重建技术（3DGS）建模自动驾驶场 景，再利用生成方法实现闭环仿真或者场景生成。 这里面核心的技术是3DGS和生成。 ICCV2025中稿的Hierarchy UGP，自动驾驶场景重建。 具有时空一致性的多风格自动驾驶场景生成算法StyledStreets。 整合多模态驾驶意图与潜在世界模型实现合理规划的World4Drive，中稿ICCV 2025。 自动驾驶的视频生成扩散世界模型GeoDrive。 统一生成视觉与lidar的自驾世界模型框架OmniGen，中稿ACMMM2025。 结合强化学习的自动驾驶视频生成世界模型RLGF，中稿NeurIPS 2025。 利用稀疏注意力实现4D OCC世界模型预测算法 SparseWorld-TC。 世界模型端到端闭环强化学习框架AD-R1。 整体上来看，世界模型是围绕视频为核心搭建的时空认知系统 ，这一点也和蔚来任少卿的观点一致。通过跨模态的互相预测和重建，促使系统学习时空和物理规 律，让机器能像人一样理解环境。 通过重建+生成，既可以做云端的数据生成，也 ...

Core Viewpoint - Gaode is enhancing its penetration in the local life service sector through the upgraded "Street Ranking" product, leveraging its map data and traffic advantages to find differentiated paths in the local life market [1] Group 1: Product Development - Gaode's "Street Ranking" has been upgraded to include the "Flying Street View" feature, which is the first application of its self-developed world model technology in the life service industry, providing users with a continuous dynamic navigation experience from street view to in-store [1] - The "Flying Street View" allows users to preview restaurant environments and nearby parking details before arriving at their destination, enhancing the "real scene exploration" experience [1] Group 2: Merchant Engagement - Gaode aims to lower the entry barrier for merchants by allowing them to create their own "Flying Street View" by simply uploading videos and photos taken with their smartphones, with plans to provide this service for free to 1 million small and micro merchants [2] - The initiative is part of a broader strategy to enrich Gaode's content ecosystem and convert online traffic into offline transactions, with partnerships already initiated in cities like Shanghai, Sichuan, and Jinan [2] Group 3: User Growth and Engagement - Gaode's app has seen a significant increase in monthly active users (MAU), reaching 996 million, with a monthly addition of 46 million users, driven by the "Street Ranking" feature [2] - Within 100 days of the "Street Ranking" launch, 860,000 new merchants joined the platform, with a more than 330% increase in order volume and over 270% growth in revenue for these merchants [2] Group 4: Competitive Landscape - The local business competition is intensifying, with competitors like Meituan leveraging ground teams and fulfillment capabilities, while Douyin uses short video content to penetrate the market [3] - Gaode is attempting to utilize its map as a foundational infrastructure to combine user location, real-time traffic, and consumer reviews, aiming to guide consumer choices while planning routes [3] - The introduction of "Flying Street View" and AR features is intended to enhance user experience and attract more merchant resources amid fierce market competition [3]

Core Viewpoint - Alibaba's Gaode has launched the upgraded Gaode Street Ranking 2026, introducing the "Flying Street View" feature, which allows users to view real store environments from a street perspective, and is opening this feature to 1 million merchants for free [1][2]. Group 1: User Growth and Engagement - Gaode's user base has surpassed 660 million, with the app gaining an average of 46 million monthly active users over the past three months, bringing the total to 996 million [1]. - The Gaode Street Ranking has attracted 860,000 new merchants within 100 days of its launch, with merchant order volume increasing by over 330% and revenue rising by over 270% [1]. Group 2: New Features and Offerings - The "Flying Street View" feature allows users to preview restaurant environments and parking conditions, enhancing decision-making efficiency and helping merchants showcase their stores [2][3]. - Gaode has introduced seasonal and location-based dynamic service rankings, along with 1,550 category rankings covering various activities such as hiking and camping [3]. - The platform now offers personalized ranking creation, enabling users to create and share their own exclusive lists [3].

Core Insights - Gaode's "Street Ranking" has achieved significant growth in its first 100 days, expanding from a food ranking to a comprehensive local lifestyle platform, now serving over 660 million users and generating 46 million new monthly active users [1][12] - The introduction of the "Flying Street View" feature allows users to seamlessly transition from street views to interior views of businesses, enhancing user experience and providing businesses with a new way to showcase their offerings [3][5] - The platform has launched a dynamic seasonal ranking system that generates lists based on user behavior and seasonal trends, supporting over 6,553 seasonal rankings and 1,550 category rankings [6][7] User Engagement and Business Growth - The "Flying Street View" feature has attracted 860,000 new businesses to the platform, with merchant order volume increasing by over 330% and revenue growing by over 270% [1][12] - Gaode has initiated a support plan for 1 million small businesses, providing free access to the "Flying Street View" and various resources to enhance their visibility and growth [12] - The introduction of the "Friend Dynamics" feature allows users to see friends' ratings and reviews, fostering trust and enhancing user engagement [10][11] Technological Advancements - Gaode's self-developed world model has been recognized as the best in international assessments, indicating its advanced capabilities in AI and digital mapping [5] - The upcoming "AR Reality" feature will allow users to scan streets and receive real-time information about restaurant rankings and historical context of tourist spots [5] Global Expansion - The "Street Ranking" has expanded its reach to over 220 countries and regions, covering nearly 1,700 cities, providing local guides for users traveling abroad [9]

Core Insights - The article discusses the innovative incubation model of the "Pazhou Mofang" incubator in Guangzhou, which focuses on nurturing startups with real purchase orders, thereby ensuring practical application and commercial viability of their technologies [2][3][4]. Group 1: Incubator Model - The Pazhou Mofang incubator is characterized by its unique approach of "incubating with orders," allowing projects to directly apply their products in real-world scenarios [3][4]. - The incubator was established by Haizhu Chengfa Group in collaboration with Qingzhi Incubator and operates under the guidance of Tsinghua University's Intelligent Industry Research Institute [3][4]. - The selection criteria for startups include original innovation, product maturity, team depth, and market validation, ensuring that only viable projects are supported [4][5]. Group 2: Phased Development - The incubation process is divided into two phases: a 6-month technical incubation followed by a 6-month commercial incubation, with expert guidance from leading tech companies like NVIDIA and Microsoft [5][7]. - During the technical phase, projects receive industry classification scores and targeted technical resources based on identified weaknesses [5][7]. - The commercial phase focuses on planning business paths and connecting startups with downstream industry resources to accelerate commercialization [7][10]. Group 3: Real-World Application - The incubator emphasizes real-world training environments, allowing startups to test their technologies in various high-traffic scenarios, such as hotels and retail settings [10][11]. - As of May 2025, the Pazhou Mofang has successfully incubated 29 intelligent projects, with 70% being original research projects established that year [10][11]. - The outcomes span three levels of the industry chain: technology, hardware, and application, with results already integrated into retail, e-commerce, industrial, and educational sectors [10][11]. Group 4: Regional Context - The Pazhou Mofang aims to leverage Guangzhou's complex industrial landscape, which includes manufacturing, circulation, consumption, and service sectors, to foster AI applications [11][12]. - Unlike other regions, Guangzhou's strength lies in its real-world industrial scenarios rather than algorithmic innovation or capital density, making it a unique incubator environment [11][12]. - The incubator's strategy reflects a shift in Guangzhou's economic focus towards a modernized industrial system, emphasizing the integration of manufacturing and service sectors [12][15]. Group 5: Future Prospects - The long-term goal of the Pazhou Mofang is to cultivate AI companies that can thrive commercially and contribute to the regional industrial ecosystem by 2028 [20]. - The operational model encourages a dynamic flow of resources, allowing successful projects to transition out and make room for new teams, thus maintaining a fresh and innovative environment [16][20]. - The success of this model will depend on its ability to continuously attract technology and demand while minimizing trial-and-error costs in the incubation process [20].

Core Insights - Gaode has launched the world's first "Flying Street View" based on its self-developed world model, aiming to provide nearly real-time navigation and store exploration experiences for 1 million small businesses [1] - Gaode's CEO Guo Ning announced that the user base for the Street View ranking has surpassed 660 million [1] - According to QuestMobile, driven by the Street View ranking, Gaode's app gained 46 million new monthly active users in a single month, bringing the total to 996 million [1] Company Developments - The introduction of the "Flying Street View" marks the first application of the world model in the inclusive lifestyle service industry [1] - The significant increase in monthly active users indicates strong engagement and growth potential for Gaode's services [1] User Metrics - The Street View ranking has contributed to a substantial increase in user engagement, with a total of 996 million monthly active users reported [1] - The addition of 46 million new users in one month highlights the effectiveness of the new features in attracting users [1]

Core Insights - Gaode has launched a new feature called "Flying Street View," which provides a seamless immersive experience from outdoor street views to indoor real scenes, utilizing its self-developed world model technology [1][3] - The company aims to support 1 million small businesses by offering this feature for free, enhancing digital display and conversion for physical stores [1] Group 1: Technology and Features - "Flying Street View" allows users to dynamically view both the exterior and interior of businesses, facilitating better consumer decision-making by providing detailed information about restaurant environments, parking conditions, and private room settings before arrival [1] - Gaode's world model technology has achieved the highest score in the international benchmark WorldScore and has been recognized in top AI conferences such as ICLR 2025 and NeurIPS 2025 [3] Group 2: Business Impact - The introduction of "Flying Street View" significantly lowers the barrier for businesses to showcase their real scenes, enabling them to create personalized views by simply uploading videos and photos taken with their smartphones [5] - Since the launch of the Street View ranking, Gaode has seen its monthly active users grow to nearly 996 million, with 860,000 new businesses joining and both order volume and revenue for businesses increasing by over 200% [5] Group 3: Support for Small Businesses - Gaode has initiated a "Support Plan for 1 Million Small Businesses," investing billions in computing resources to provide zero-threshold access, consumer trend analysis, and local marketing activities to support small and micro businesses [5] - The Street View ranking has evolved from a food ranking to a comprehensive local life entry covering various aspects of dining, entertainment, and leisure, with plans for continued technological upgrades and ecosystem openness to drive digital transformation in life services [5]

人民财讯1月7日电，高德1月7日发布基于自研世界模型的全球首个"飞行街景"。高德CEO郭宁当天在发 布会上宣布，高德将为100万"烟火小店"接入"飞行街景"，实现连续、动态、与现实几乎一致的实景导 航和实景探店，这是首次将世界模型用于普惠生活服务行业。目前，高德扫街榜用户规模已经突破6.6 亿。根据QuestMobile的最新数据，在扫街榜带动下，高德APP单月新增4600万月活用户，月活用户数 增至9.96亿。 ...

Core Insights - Alibaba's Gaode has launched the Gaode Street Ranking 2026, enhancing its core concept of "real" with a focus on digital, trust, and technology, introducing new features like flying street views and seasonal rankings [1][2] - The Gaode Street Ranking has rapidly grown to become a key platform for users to discover food and explore urban life, with over 660 million cumulative users and an average of 70 million daily active users as of October 2025 [1][2] Group 1: Features and Innovations - The new seasonal dynamic ranking is the world's first life service ranking that evolves automatically based on seasonal and regional characteristics, generating approximately 6,553 seasonal rankings [2][4] - The ranking now covers over 1,550 categories, expanding from food and drink to all life scenarios, including 2,559 detailed rankings for dishes across more than 128,000 dishes nationwide [4] - The introduction of a friend-based recommendation mechanism allows users to see ratings and reviews from friends, enhancing trust and personalization in decision-making [5][7] Group 2: Technological Advancements - Gaode's self-developed world model is a key driver for achieving "more real than real," addressing the limitations of traditional rankings that rely on static scores and text reviews [8][9] - The flying street view feature allows users to experience a highly realistic, continuous visual representation of store interiors and exteriors, enabling them to explore urban areas from a first-person perspective [9][12] - The upcoming AR real scene feature will integrate real-time positioning and visual rendering technology, providing users with contextual information overlaid on real-world scenes [12]

今年的 CES 真可谓是八仙过海，黄仁勋、苏姿丰、陈力武等"经典面孔"齐亮相； 不过台上谈的已不只限于显卡、算力和制程，还在于 AI 接下来要被带 去哪里。 在 AMD 的专场演讲中，苏妈甩出一个大胆判断： "未来五年内，将有 50 亿人每天使用 AI，超过世界人口的一半。" ——什么概念？就是这个增长速度将远超互联网早期阶段，自 ChatGPT 在 2022 年底发布以来，AI 活跃用户已从 100 万暴涨至 10 亿 +。 值得一提的是，这场演讲还请来了"AI 教母"李飞飞。 李飞飞并不是来站台新品的，她和苏妈主要探讨空间智能和世界模型，这也是她已耕深 20 余年的领域。 对于云端，基于下一代 MI455 GPU 的 Helios 机架级平台成为全场焦点：单机架集成 72 块 AI GPU，算力高达 2.9 ExaFLOPS，可通过成千上万个机架拼接 成超大训练集群，直指千亿参数大模型的核心战场。 谈到云端算力的未来，苏姿丰毫不掩饰 AMD 的野心： "全球人工智能运行在云端，而云端运行在 AMD 平台上。" 另外，她还指出，下一代 Instinct 数据中心 AI 加速器平台 MI500 系列，将在 2 ...