Core Insights - The article discusses the significance of touch in enhancing the perception and interaction capabilities of robots, highlighting the development of the Touch100k dataset and the TLV-Link pre-training method [1][11]. Group 1: Touch100k Dataset - Touch100k is the first large-scale dataset that integrates tactile, multi-granular language, and visual modalities, aiming to expand tactile perception from "seeing" and "touching" to "expressing" through language [2][11]. - The dataset consists of tactile images, visual images, and multi-granular language descriptions, with tactile and visual images sourced from publicly available datasets and language descriptions generated through human-machine collaboration [2][11]. Group 2: TLV-Link Method - TLV-Link is a multi-modal pre-training method designed for tactile representation using the Touch100k dataset, consisting of two phases: course representation and modality alignment [6][11]. - The course representation phase employs a "teacher-student" paradigm where a well-trained visual encoder transfers knowledge to a tactile encoder, gradually reducing the teacher model's influence as the student model improves [6][11]. Group 3: Experiments and Analysis - Experiments evaluate TLV-Link from the perspectives of tactile representation and zero-shot tactile understanding, demonstrating its effectiveness in material property recognition and robot grasping prediction tasks [8][11]. - Results indicate that the Touch100k dataset is practical, and TLV-Link shows significant advantages over other models in both linear probing and zero-shot evaluations [9][11]. Group 4: Summary - The research establishes a foundational dataset and method for tactile representation learning, enhancing the modeling capabilities of tactile information and paving the way for applications in robotic perception and human-robot interaction [11].

Core Insights - The city is focusing on the development of the embodied intelligent robotics industry, leveraging its solid foundational research, numerous innovation entities, comprehensive hardware and software support, and rich application scenarios [1][2] Group 1: Research and Development - The South Lake Brain-Machine Intersection Research Institute is concentrating on brain-machine interfaces, innovative brain drugs, brain disease mechanisms, and brain-machine materials, aiming to establish a strategic technological force in brain-machine medical applications [1] - Emphasis is placed on accelerating clinical validation and promoting the application of brain-machine interface technology in medical rehabilitation and intelligent prosthetics [1] Group 2: Industry Application - Bionic robots, including quadrupedal and humanoid robots, are identified as optimal carriers for embodied intelligence, representing a deep integration of artificial intelligence and manufacturing [1] - Companies such as West Lake Robotics, Cloud Deep, and 58 Intelligent are being encouraged to enhance their research and development in multi-modal fusion perception technology and to build a localized intelligent collaborative robotics ecosystem [1] Group 3: Policy and Innovation - The city aims to create a collaborative innovation system led by enterprises, focusing on key areas such as intelligent algorithms, scenario applications, ecosystem construction, and system integration [2] - Legislative research and supervision of local economic development are being emphasized to foster a conducive environment for artificial intelligence development and to accelerate the establishment of an AI innovation hub [2]

Core Viewpoint - The 11th China (Shanghai) International Technology Import and Export Fair will showcase multiple projects in emerging sectors such as energy storage technology, smart wearables, and digital retail, highlighting industry-leading innovations [1] Group 1: Event Overview - The Shanghai Municipal Government held a press conference on June 5 to discuss the preparations for the upcoming fair [1] - The fair will feature 14 enterprises and institutions launching new products and technologies, with 7 of these being global or national debuts [1] Group 2: Featured Sectors - Emerging technology sectors such as embodied intelligence, low-altitude economy, and smart shipping will present a range of industry-leading exhibits [1] - Notable projects in energy storage technology, smart wearables, and digital retail will be participating for the first time [1]

Group 1 - The humanoid robot and embodied intelligence industry is currently in a phase of high investment, high financing, and high valuation, with significant interest from both tech giants and startups [1][2] - The industry faces challenges such as insufficient technological maturity and unclear commercialization scenarios, leading to a potentially overly optimistic market outlook [2][3] - Investors should consider factors like technological maturity, commercialization prospects, and market valuation when making decisions in the humanoid robot sector [3] Group 2 - The government work report has highlighted "embodied intelligence," marking a shift from software-based AI to hardware-based intelligent systems, positioning it as a new economic growth engine [4][6] - Companies in the embodied intelligence sector should build a "technology-scenario-ecosystem" moat, focusing on specific application scenarios in industries like agriculture, healthcare, and elder care [6][7] - Shanghai is positioning itself as a global AI financing center, leveraging its advantages in talent, capital, and international collaboration to support the development of the AI industry [7] Group 3 - The "Ernst & Young Fudan Most Promising Enterprises" selection event aims to identify innovative companies that integrate AI and robotics technology, focusing on those with scalable implementation capabilities [8] - The event emphasizes not only technological breakthroughs but also the companies' contributions to regional development and the transformation of research outcomes into practical applications [8]

当然，杭州并非国资在股权投资这件事上的第一主角。最早进入人们视野的是深圳。1999年，深创投设立，以438万元入股大族激 光，成就了地方国资参与科技投资的第一个里程碑。后来是合肥。先是2007年豪掷百亿引进京东方，后有2020年以70亿战投将蔚来 汽车"拉出ICU"，成就了"风险投资第一城"的美名。 而2023年之后，杭州的闪耀与这片历史悠久的土地，其上生长多年的民营经济，以及随之成熟的城市管理者都息息相关。 「 来自开年最火国资的真心话。 」 文 ｜ 黄祝熹 编辑 ｜ 陈之琰 2025年以来，"杭州六小龙"频繁出圈，无疑让杭州成为全国创投市场上最受关注的城市之一。在整体市场仍处多重挑战的背景下， Deepseek、宇树科技、游戏科学、群核科技、强脑科技等一批科技企业接连涌现，分别代表"人工智能、具身智能、脑机接口"等目 前全球范围内最前沿的技术路线。 很多人开始发问：为何是杭州？为何总是杭州？ 当你走进这座城市资本的操盘者，你会发现，杭州既非完全的政策影响，也不是豪赌型的政府主导，它的成功是城市禀赋、人才储 备、营商环境和创新生态共创下的自然产物。 前些天，「暗涌Waves」对话了杭州资本党委书记、董事长孙 ...

Group 1 - The forum titled "Innovation-Driven: New Opportunities and Challenges in Industrial Investment" was successfully held on May 24, organized by Tsinghua University's Global Private Equity Research Institute [1] - The forum aimed to dissect investment opportunities and challenges in industrial transformation, explore the integration mechanism of industry, academia, and research, and promote the transformation of innovative achievements and the upgrading of strategic emerging industries [3][5] - The research institute unveiled its first book "Hard Tech Innovation Advancement," which summarizes years of observations and thoughts from researchers, presenting rich case studies of entrepreneurial companies in the hard tech field [5] Group 2 - The keynote speeches addressed macroeconomic trends and technological developments, highlighting structural issues in China's economy, such as low contributions from consumption and investment, and over-reliance on the U.S. market for exports [6] - Experts discussed the importance of embodied intelligence as a disruptive industry and its potential to drive the transition from "Made in China" to "Intelligent Manufacturing in China" [7] - The development of quantum computing was emphasized, with a focus on the advantages of cold atoms as a physical carrier for quantum computing, and the need for collaboration among academia, industry, and investment sectors in this field [8] Group 3 - A roundtable discussion focused on the collaborative mechanisms among industry, academia, research, and investment to promote the transformation of scientific and technological achievements [10] - Participants shared experiences and innovative ideas, emphasizing the importance of high-intensity research investment, policy iteration, and the construction of transformation systems [11] - The need for financial institutions to guide funds towards the sci-tech sector was highlighted, with a focus on long-term investment strategies in technology fields [11] Group 4 - The second roundtable discussed investment logic and pain points in industrial upgrading, with insights from various investment professionals [12] - Key areas of focus included the life and health sector, automotive industry, and the aging industry, emphasizing the need for financial innovation and data-driven efficiency improvements [12][13] - Participants expressed their views on investment opportunities for 2025, highlighting the importance of original technology with international potential, vertical applications of AI, and cross-industry collaboration [13]

Core Insights - Embodied Intelligence (EI) is a cutting-edge field at the intersection of artificial intelligence and robotics, aiming to integrate physical and cognitive capabilities in machines, enhancing their ability to interact with complex environments [1][7][21] - The market for embodied intelligence in China is projected to grow from 404.7 billion yuan in 2020 to 863.4 billion yuan in 2024, and is expected to reach 973.1 billion yuan by 2025 [1][7][22] Industry Overview - EI seeks to overcome limitations of traditional AI by enabling machines to perceive and interact with their environments like biological entities, thus paving the way for advancements in autonomous decision-making and execution capabilities [1][7] - The Chinese government has recognized the importance of EI, as highlighted in the 2025 government work report, which emphasizes the cultivation of future industries including EI [1][5] Current Industry Status - The EI market in China has seen rapid expansion, with significant advancements attributed to the emergence and iteration of large AI models [7][21] - The application of EI is primarily concentrated in robotics and autonomous vehicles, with the robotics sector accounting for over 55.6% of the market share, while autonomous driving holds 44.4% [9][11] Application Market - The robotics market in China is projected to reach 25 billion USD by the end of 2024, with an annual growth rate of 21% [11] - The autonomous driving market is expected to grow to 399.3 billion yuan in 2024, nearing 450 billion yuan in 2025, indicating a rising demand for EI technologies in this sector [13] Competitive Landscape - Major companies in the EI space include Tesla, Google, NVIDIA, and domestic firms like Yushutech, Xiaomi, and Huawei, all actively innovating and expanding their EI capabilities [15][19] - Notable developments include Huawei's collaboration with robotics firms to explore applications of their large models in humanoid robots, and advancements in AI-driven automation solutions by companies like Estun and Siasun [17][19] Future Trends - The EI industry is expected to experience a surge in technological innovation, particularly in perception, decision-making, and control, with significant improvements in 3D vision and tactile sensing technologies by 2025 [21][22] - The application scenarios for EI are diversifying, extending from industrial manufacturing to healthcare, services, and education, with collaborative robots increasingly replacing hazardous tasks in various sectors [22][23] - The establishment of a shared data ecosystem and open-source initiatives is anticipated to accelerate technological advancements and foster collaboration across the industry [24]

以下文章来源于睿兽Pro ，作者Bestla 睿兽Pro . 创业邦旗下横跨一二级市场的科创数据平台。实时投资数据、追踪产业创新。找数据、做分析、链资 源，就上睿兽分析。 全球投融资周报 睿兽分析每周整理当周最值得关注的国内外热门投融资事件，帮助大家及时了解全球市场动向。 一级市场投融资概览 根据睿兽分析监测数据，本周国内一级市场披露的融资事件79个， 与上周相比减少61个， 其中已披 露融资金额的事件37个， 总融资规模为45.99亿元人民币， 平均融资金额为1.24亿元人民币。 行业分布 从融资事件数量来看，本周智能制造、人工智能、医疗健康领域融资最活跃。分别为智能制造16个、 人工智能10个、医疗健康5个。 从已披露金额事件的融资规模来看，人工智能最高，融资总规模约为7.97亿元人民币。其中具身智能 机器人研发商 「魔法原子」 完成数亿元人民币A轮融资。 魔法原子是一家具身智能机器人研发商，专注于通用机器人和具身智能技术研发与落地应用，其产品 包括通用人形机器人和仿生四足机器人等，覆盖工业、商业及家庭等多个场景。 其次是智能制造行业，已披露融资总额为6.13亿元人民币。其中高端光学量测与检测设备研发商 ...

Group 1 - The World Gas Conference held in Beijing showcased over 300 companies and representatives from more than 70 countries, highlighting the global energy sector's advancements [2] - Jinka Intelligent, a key player from Qiantang New District, presented its innovations in smart kitchens and hydrogen metering solutions, emphasizing the strength of "Qiantang Manufacturing" [2] - Qiantang District aims to achieve an industrial output value exceeding 500 billion yuan by 2027, positioning itself as a global advanced manufacturing base [2] Group 2 - Jinka Intelligent has implemented a 5G smart production line, achieving a product first-pass yield rate of over 95% and reducing inventory turnover time by 20% [3] - Qiantang District has 266 companies at digitalization level 2.0, with 47 recognized as "future factories," leading the city for five consecutive years [3] - The district is actively promoting three initiatives: expanding production for 100 companies, digital transformation for 100 companies, and innovation for 100 companies [3] Group 3 - Qiantang District has two pilot areas for future industries, including synthetic biology and embodied intelligence, making it one of the regions with the most pilot areas in the province [4] - The focus on future industries represents a strategic direction for leading technological revolutions and industrial transformations [5] Group 4 - The district has attracted over 70 potential companies in the embodied intelligence sector, with a significant increase in industrial output value in the first quarter [6] - Qiantang is home to the first nucleic acid drug industrial cluster in the province, aiming to capture global innovation in this field [6] - The district is also fostering low-altitude economy enterprises and has established a demonstration zone for low-altitude economy [6]

今天分享的是：烯牛数据：2024年中国创投市场数据报告 报告共计：72页 2024年中国创投市场数据报告核心内容总结 一、市场整体概况：规模收缩与结构性特征显著 2024年中国创投市场经历历史冰点，融资数量与金额双降。全年披露投融资事件10,701起，同比减少32%；融资金额5,344亿 元，同比减少19%，均创近10年最低纪录。市场呈现两大特征： 1. 融资币种分化：美元融资占比持续走低，金额占比仅15%，人民币融资成为主力，平均融资金额升至1.68亿元。 2. 信息披露趋势：63.1%的融资事件未公开报道，"水下融资"成主流，人工智能、消费等领域公开融资占比相对较高。 二、行业与赛道：先进制造与人工智能引领增长 1. 行业分布集中化：先进制造融资占比达30%，成为最大热门领域，医疗、人工智能分别占15%和5%。战略性新兴产业占比超 93%，其中高端装备制造、新材料产业占比翻倍，生物产业占比提升至17.91%。 2. 细分赛道冷热不均：具身智能、eVTOL飞行器、商业航天等新兴赛道融资数量同比增长超30%，而创新药、半导体设备等传 统热门赛道降幅显著。人工智能领域融资事件数虽同比减少11%，但金额增长8%， ...