Workflow
空间智能
icon
Search documents
大模型驱动空间智能综述:具身智能体、智慧城市与地球科学的进展
" 欧米伽未来研究所 " 关注科技未来发展趋势,研究人类向欧米伽点演化过程中面临的重大机遇与挑战。将不定期推荐和发布世界范围重要科技研究进展和未 来趋势研究。( 点击这里查看欧米伽理论 ) 我们生活在一个由空间构成的世界中。从每天在家居、办公环境或城市街道中的移动,到规划一次跨越山海的旅行,乃至科学家们研究气候变迁的地理模 式、城市扩张的复杂格局,这一切都深刻地依赖于我们对空间的感知、理解和运用能力。这种核心能力,我们称之为"空间智能"。 长久以来,人类凭借自身的感官系统和发达的大脑,不断地探索、适应并改造着周遭的空间环境,演化出了独特的空间认知机制。而今,随着人工智能 (AI)技术的日新月异,特别是大语言模型(LLMs)的横空出世,机器也开始显露出令人瞩目的空间智能潜力。这场由大模型引领的技术浪潮,正以前 所未有的深度和广度,渗透到从微观尺度的机器人导航,到中观尺度的城市规划管理,再到宏观尺度的地球科学研究等诸多领域。 这部报告由清华大学和芬兰赫尔辛基大学共同发布,将带领读者一同深入探究,大模型是如何被赋予"空间感"的?它们在跨越不同尺度的空间智能任务中 扮演着怎样日益重要的角色?以及在迈向更高级空间智能的 ...
大模型驱动空间智能综述:具身智能体、智慧城市与地球科学的进展
欧米伽未来研究所2025· 2025-04-20 14:32
Core Viewpoint - The article discusses the evolution of spatial intelligence through the development of large language models (LLMs) and their applications across various scales, from micro-level robotics to macro-level earth sciences, highlighting both opportunities and challenges in this field [1][2][35]. Section Summaries Section 1: The Foundation of Spatial Intelligence - How Large Models "Understand" Space - To enable machines to possess spatial intelligence, they must develop effective spatial memory and flexible abstract spatial reasoning capabilities [2][3]. Section 2: Spatial Memory and Knowledge - The "Cognitive Map" in Large Models - Large models acquire spatial information through "internal absorption" during pre-training and "external invocation" when needing real-time data [4][5]. Section 3: Abstract Spatial Reasoning - Beyond Memorization - Current large models primarily mimic spatial tasks using language modeling rather than possessing deep spatial reasoning akin to human cognition [9]. Section 4: Multi-Scale Spatial Intelligence Applications Driven by Large Models - Large models are increasingly important in various spatial intelligence tasks across different scales, from individual robots to urban environments and global systems [10][11]. Section 5: Embodied Intelligence - Enhancing Robot Spatial Understanding and Action - The development of embodied intelligence focuses on enabling robots to perceive, understand, and navigate physical environments effectively [11][12]. Section 6: Urban Spatial Intelligence - Empowering Smarter, More Livable Cities - Large models are applied in urban settings to enhance spatial understanding, reasoning, and decision-making for better city management [15][16]. Section 7: Earth Spatial Intelligence (ESI) - Insights into Our Planet - ESI leverages AI and large models to analyze vast amounts of earth observation data, addressing global challenges like climate change and resource management [20][21]. Section 8: Challenges and Prospects - The Future of Spatial Intelligence - Despite significant advancements, challenges remain in spatial reasoning, data integration, and model interpretability, necessitating ongoing research and development [29][30].
卖英伟达股票创业,被DeepSeek带火,浙江校友冲刺IPO,要托举国产机器人
3 6 Ke· 2025-04-14 10:47
"杭州六小龙"首个IPO:打造物理世界模拟器,助攻具身智能训练。 顶着"杭州六小龙"的名号,那个隐藏在"酷家乐"背后的低调公司,在今年开年一举闻名天下知。 2010年,黄晓煌进入英伟达CUDA团队。15年后,他带着自己创办的群核科技,作为英伟达Inception Startup中的少数中国企业代表参展英伟达 GTC大会,跟英伟达创始人兼CEO黄仁勋谈笑风生。 GTC期间,群核科技展示空间智能平台,开源空间理解模型,分享其产品如何让机器人完成从认知理解到行动交互的完整闭环训练。 这与英伟达押注物理AI的战略布局,形成了跨越时空的微妙共振。 在其招股书中,AI、云、GPU、空间智能、AIGC、智能机器人、AR/VR、具身人工智能、合成数据……这些当前科技热词都高频出现。 对于群核科技来说,2025年显然是格外特别的一年。2月14日,群核科技刚刚迈出赴港上市的关键一步——正式递表港交所,向"空间智能第一 股"发起冲刺。 黄晓煌与黄仁勋合影(图片来源于黄晓煌朋友圈) 根据弗若斯特沙利文的资料,按2023年平均月活跃用户数计,群核科技是全球最大的空间设计平台;按2023年收入计,群核科技是中国最大的 空间设计行业软件提 ...
空间智能:AI从虚拟到现实
2025-03-23 15:02
Summary of Conference Call Records Industry Overview - The conference call discusses the **space intelligence** industry, focusing on advancements in AI technology and its applications in industrial design and home CAD software. [1][2][3] Key Points and Arguments 1. NVIDIA Omniverse Platform - The **NVIDIA Omniverse platform** utilizes ray tracing technology and physical simulation to enhance manufacturing efficiency for high-cost industrial products like airplanes, rockets, and cars. It provides real-time simulation and collaborative design capabilities. [1][4] 2. Domestic Simulation Companies - Companies like **Sotun Technology** are transitioning from graphics to simulation through large models and CAX integration, aiming to meet industrial process needs and improve production efficiency. The main development logic includes domestic substitution, mergers, and physical AI. [1][6][8] 3. Market Growth in Home CAD Software - **Qunke Technology's** CoolJiaLe leads the home CAD software market, with a market size of **3 billion yuan** in 2023 and a compound annual growth rate (CAGR) of **17%** from 2019 to 2023. AI technology is lowering design barriers and addressing non-standard design challenges. [1][9] 4. AI Empowerment in Home Design - AI technology is continuously iterating home CAD software, enhancing rendering capabilities and efficiency. Qunke Technology's MoniCore platform deploys key tasks on GPU clusters for realistic rendering. [10] 5. Robotics Training and AIGC - Qunke Technology's **spatialverse platform** provides a digital environment for robots, enabling complete closed-loop training from cognitive understanding to action interaction. This positions the company favorably in the robotics training and AIGC sectors. [11] 6. Industry Collaborations - **Juran Home** is integrating NVIDIA's AI Universe platform and Huawei's Harmony ecosystem to enhance 3D digital asset interoperability, benefiting from the AI-driven transformation in the home industry. [3][12] 7. Future of Industrial CAD - Industrial CAD is expected to experience rapid development by **2025**, becoming a crucial part of space intelligence through CAX integration, which will enhance design efficiency and reshape industrial processes. [3][14][21] 8. Challenges in 2D to 3D Conversion - Multi-modal large models face challenges in converting 2D images to 3D due to the lack of precise spatial attributes. Solutions involve using specialized tokens for coordinate conversion and generating numerous renderings for accurate outputs. [18] 9. International Progress in AI and CAD - Overseas companies like Autodesk and Dassault are making significant strides in integrating AI with CAD, enhancing model generation and real-time data processing capabilities. [19] 10. Domestic Software Companies' Potential - Domestic innovative software companies are expected to achieve substantial growth, with projected revenues reaching **1 billion yuan** by 2025 and a target market value between **15 billion to 20 billion yuan**. [20] Other Important Insights - The integration of space intelligence with CAD is anticipated to enhance design efficiency and profitability, potentially becoming a competitive advantage for industrial enterprises. [15][16] - The application of space intelligence in the construction industry is evolving, with significant improvements in design, construction, and operation management through AI and digital twin technologies. [23][24][26]
沈亚楠 “造家” 两年半后:反思激进、反行业内卷、智能不再是暗线
晚点LatePost· 2025-02-28 12:52
编辑丨钱杨 创业下场两年半,沈亚楠的状态发生了一些微妙的转变,但信心没变——或许更强了。 他告诉《晚点 LatePost》,这期间,战略想得更清楚了,更有耐心,更看到希望。他要求销售在核心目标 用户群拿到 100% 的市场份额。栖息地能做出更低价格的更好产品,"我们凭啥会输呢?我想不到有什么理 由会输给别人。" 虽然这一年多,他看到行业真实赤裸的基础,"交付太难了,难得哇哇叫。" 他反思,"最初的承诺太激进 了。" 他把工期从 55 天延长到 85 天。这是知错就改的部分。 沈亚楠辞去理想汽车总裁,创立栖息地,像造一辆车、一部 iPhone 那样,把家当成一个完整产品去打造, 开拓智能住宅新品类。 去年开始,当他们要把智能住宅产品装进用户家里时,或是安装的某个环节有疏漏、或是用户临时提出修 改,导致不断有延期。 栖息地是产品公司,提供智能住宅产品。 文丨朱丽琨 "我们对产品和用户需求理解还不够。" 他说。根据用户反馈,栖息地去年把第一款智能住宅产品 L32 从 1.0 迭代到 2.0。 用户对智能住宅产品的肯定,巩固着沈亚楠的信心。他发现,来栖息地展厅实地看过产品,七八成的用户 会下单。他们大部分是一二线城市 ...
“杭州六小龙”首个IPO启动 群核科技逐梦“空间智能”
Zhong Guo Jing Ji Wang· 2025-02-26 23:23
Core Viewpoint - Manycore Tech Inc. (群核科技) is gaining significant attention as the first company among the "Hangzhou Six Little Dragons" to file for an IPO, focusing on AI and computing power in the spatial intelligence sector [1][4]. Company Overview - Founded in 2011 by alumni from the University of Illinois, the company has developed several products, including the space design platform CoolJia and the next-generation spatial intelligence solution SpatialVerse [2]. - The company has achieved significant milestones, such as launching its first product in 2013 and establishing a full-link empowerment path from design to production by 2016 [2]. Financial Performance - Manycore Tech has attracted investments from notable institutions, with its valuation increasing from over $1 billion in 2019 to over $2 billion by 2021 [3]. - Despite its high valuation, the company is currently operating at a loss, with losses of RMB 704 million, RMB 646 million, and RMB 422 million reported for 2022, 2023, and the first nine months of 2024, respectively [3]. Market Position - According to Frost & Sullivan, Manycore Tech is the largest space design platform globally by average monthly active users (MAU) in 2023 and holds a 22.2% market share in China's space design software market [3]. - The company aims to become the "first global space intelligence stock" through its leading position in the space design software sector and the potential growth driven by AI [3][4]. Technological Advancements - The core of Manycore Tech's SpatialVerse platform is its extensive dataset library, which enables realistic virtual simulations and AI training [6]. - The company has generated over 640 million images using AI capabilities in 2024, enhancing its ability to create synthetic virtual datasets for various applications [6]. Future Directions - Manycore Tech plans to invest in proprietary GPU clusters and explore new AI applications across various fields, including architecture and robotics [7]. - The company is focused on enhancing its synthetic virtual data engine to support the development of AI-generated content and training for embodied AI [7]. Industry Outlook - The spatial intelligence market is projected to grow significantly, with the Chinese market expected to reach RMB 157.2 billion and the global market RMB 819.5 billion by 2028 [8]. - Manycore Tech's open platform architecture allows for seamless data interoperability and scalability, presenting vast potential for various vertical industries [8]. Challenges and Considerations - The spatial intelligence industry faces challenges such as technological breakthroughs, market competition, and data compliance [9]. - Manycore Tech must balance technological iteration with commercialization efficiency to maintain its leading position in the spatial intelligence sector [9].
IPO周报 | 蜜雪冰城通过港交所聆讯;群核科技冲刺「全球空间智能第一股」
IPO早知道· 2025-02-16 13:39
一周IPO动态,覆盖港股、美股、A股。 本文为IPO早知道原创 作者|C叔 微信公众号|ipozaozhidao 蜜雪冰城 港股|通过聆讯 据IPO早知道消息,蜜雪冰城股份有限公司(以下简称"蜜雪冰城")日前已通过港交所聆讯并于2月 14日晚间披露通过聆讯后的资料集。 这意味着,蜜雪冰城即将在港挂牌上市。 截至2024年12月31日,蜜雪冰城的门店数量为46479家。2024年,蜜雪冰城门店网络实现出杯量约 90亿杯,同比增长约21.9%;终端零售额约583亿,同比增长约21.7%。根据灼识咨询的报告,仅以 截至2024年9月30日的门店数量计算,蜜雪冰城已经成为全球第一的现制饮品企业。 在东南亚市场,蜜雪冰城也是排名第一的现制茶饮品牌。截至2024年9月30日,蜜雪冰城门店网络 已覆盖中国及印度尼西亚、越南、马来西亚、泰国等海外11个国家,门店数量约4,800家门店。 同时,蜜雪冰城的门店网络终端零售额、饮品出杯量同样持续增长——2021年、2022年、2023年 及2024年,门店终端零售额分别为228亿元、307亿元、478亿元及583亿元,饮品出杯量分别为36 亿杯、47亿杯、74亿杯及90亿杯。 以 ...
群核科技(酷家乐母公司)冲刺港交所:或将成为「全球空间智能第一股」
IPO早知道· 2025-02-14 12:14
通过空间智能技术构建了一套物理正确的世界模拟器,被称为"机器人的训练道场"。 本文为IPO早知道原创 作者|Stone Jin 微信公众号|ipozaozhidao 据IPO早知道消息,Manycore Tech Inc.(杭州群核信息技术有限公司的控股公司,以下简称"群核 科技")于2025年2月14日正式向港交所递交招股说明书,拟主板挂牌上市,摩根大通和建银国际担 任联席保荐人。 成立于2011年的群核科技作为一家以人工智能(AI)技术和专用图形处理单元(GPU)集群为底座的空 间智能企业,构建了一套物理正确的世界模拟器。在过去数年里,群核科技一直专注于空间认知相关 技术,2024年正式发布了基于三维空间的多模态CAD大模型,并通过逼真的虚拟模拟帮助训练复杂 模型。这些技术沉淀如今被广泛运用在室内空间场景下的实时渲染、工业生产制造,以及虚拟物理世 界训练等场景中。 这意味着,群核科技或将成为"全球空间智能第一股" 。 值得一提的是, 群核 科技 与DeepSeek 、 宇树科技、游戏科学等杭州新技术前沿领域企业共同被外界称之为"杭州六小龙" 。 群核科技的业务重点始于空间设计和可视化, 根据弗若斯特沙利文 ...
对话星海图赵行、许华哲:机器人的寒武纪大爆发,卡点在大脑
晚点LatePost· 2024-11-20 11:23
从制造到创造,从不可能到可能。《晚点LatePost》旗下汽车品牌。 具身智能没有现成答案,只能去找最有希望找到答案的人。 文丨张家豪 以下文章来源于晚点Auto ,作者晚点团队 晚点Auto . 赵行是 MIT 计算机视觉博士,后在 Waymo 担任研究员。2020 年回国加入清华交叉信息学院。许华哲在伯 克利获得博士学位,后在斯坦福博士后,是清华 "Embodied AI(具身智能)" 实验室负责人。 许华哲长于具身智能的操作,赵行则研究视觉感知和导航技术,二人的专长分别对应目前具身智能的两个 核心模块——机器人的智能操作能力,和机器人完成任务所需的环境感知能力乃至物理规律理解能力。 理想汽车目前的自动驾驶方案是端到端 +VLM(视觉语言大模型),其中 VLM 正是理想和赵行实验室的 合作成果。 编辑丨程曼祺 "太难选了,实在挑不出。" 一位密切关注具身智能的早期投资人近期告诉我们,他们在 5-6 个整机公司里 犯难,于是转而投资电机等机器人零部件企业。 难以决断,是前沿科技投资和创新的常态。越新的领域,往往越没有明确、清晰的技术与商业路线。 自 2023 年火热至今的通用具身智能和人形机器人正处于这个 ...
晚点独家丨大疆扩展业务边界,预计明年发布扫地机器人
晚点LatePost· 2024-11-07 11:24
已经研发了四年。 文丨 贺乾明 制图|黄帧昕 编辑丨 程曼祺 2020 年 4 月 1 日,大疆社区出现一条帖子:大疆发布新一代扫地机器人,效果和效率远超戴森。点进去 后,是一段大疆无人机精灵 3 近地飞过无人道路的视频:高速旋转的螺旋桨把满地的落叶吹向两侧,露出 地面。 这个愚人节戏言可能即将成真。我们了解到,大疆已研发扫地机器人四年,如果一切顺利,预计会在明年 年中发布,定价与市场上的高端扫地机器人接近。大疆方面回应称,"不对未发布的产品及与此相关的传 闻提供评论。" 一位大疆人士说,大疆要做扫地机器人,是因为该产品用到的技术与大疆多年的积累吻合,包括路径规划、 视觉识别避障、高性能电机,以及激光雷达等,大疆在开发无人机时均有储备。 大疆希望借助扫地机器人等品类,推动公司继续增长。大疆创始人、CEO 汪滔在 2016 年接受采访时判断, 无人机市场即将接近饱和,大疆的收入达到 200 亿元可能就到顶了。这一年,大疆的收入同比增长超 60%, 达到近 100 亿元人民币。 据全天候科技报道,大疆 2018 年融资时在商业计划书中估算,再过 5 年,无人机只占营收的 50%,影像板 块将贡献 25%,最后 2 ...