大自然早就给出了答案 01. 模块化机器人领域一直有个 " 老大难 " 问题 —— 模块越多，功能越强，但出故障的概率也越大 。 这似乎是一个矛盾：你想让机器人适应更复杂的任务，就得加更多模块；但模块一多，哪怕每个模块自身的可靠性高达 95% ，整个系 统能撑过一次任务的概率也会随着数量增长而急剧下滑。 现在，来自瑞士洛桑联邦理工学院（ EPFL ）的一项新研究， 彻 底 反转了 这条曲线 —— 他们提出了一套统一的本地资源共享方法 论，让模块化机器人的可靠性随着模块数量增加反而上升。 值得一提的是，在实验中，一个 完全 " 死 掉 " 的模块 —— 没有电池、没有传感器、没有无线通信 —— 仅凭邻居模块的 " 接济 " ， 就能满血恢复功能，和其他模块一起完成复杂的运动任务。 这项 成果 以 "Scalable robot collective resilience by sharing resources" 为 题 ， 于 2026 年 2 月 11 日 发 表 在 国 际 顶 级 期 刊 Science Robotics 上。 故障不可避免，这是工程领域的铁律。传统做法要么靠冗余硬件来兜底，要么靠算法让 ...

Core Insights - The article highlights the significant advancements in the integration of AI within the manufacturing sector in Qiantang, Zhejiang Province, showcasing the region's transformation from a manufacturing hub to a strong manufacturing zone through AI-driven initiatives [1][4]. Group 1: AI Applications in Manufacturing - Qiantang has been recognized for its achievements in AI applications, with Zhongce Rubber being named a benchmark enterprise and Hangzhou Youcai Information's AIGC project selected for its high-quality employment initiative [1]. - The region has seen the establishment of three national-level intelligent factories this year, leading the province, and has maintained a strong position in industrial and manufacturing investments [1][3]. - Companies like Xinkong Intelligent are leveraging AI to enhance manufacturing efficiency, providing comprehensive development tools that streamline production processes [2][3]. Group 2: Economic Impact and Growth - The AI manufacturing cluster in Qiantang is projected to generate a value of 28.2 billion yuan in 2024, accounting for 31.1% of the city's total output, with a year-on-year growth of 16.6% in the first nine months of 2025 [3][4]. - The integration of AI in manufacturing has led to significant productivity improvements, exemplified by Zhongce Rubber's record of producing a tire every 3.1 seconds [3]. Group 3: Industry Ecosystem and Innovation - Qiantang's robust industrial ecosystem, with five leading industries contributing over 87% of the output, has created fertile ground for AI applications [4]. - The region is emerging as a hub for AI in biomedicine, with over 1,800 biopharmaceutical companies and numerous top-tier innovation platforms enhancing product development through AI [4][5]. - Companies like Xinbeilai Biotechnology are at the forefront of the "AI + biomedicine" trend, utilizing AI to streamline drug development processes and significantly reduce time and costs [5][6].

Core Insights - Qingdao has prioritized the development of the private economy during the 14th Five-Year Plan period, achieving notable results [1][6] - The "Qingdao Entrepreneur Day" features an exhibition showcasing the achievements of the private economy, emphasizing innovation and high-quality development [3][5] Economic Contributions - As of Q3 2025, the private economy in Qingdao contributed 60.3% of the city's tax revenue, 63.4% of investment, 71.8% of imports and exports, 86.2% of urban new employment, 99.5% of operating entities, and 98.9% of enterprises [6] - The number of private enterprises in Qingdao reached 799,000, maintaining the third position among sub-provincial cities in China for five consecutive years [6] Innovation and Development - Qingdao has established a tiered cultivation system for innovative small and medium-sized enterprises (SMEs), including specialized and innovative "little giant" enterprises [8] - The city is home to 5,510 innovative SMEs, 3,315 specialized and innovative SMEs, and 216 specialized and innovative "little giant" enterprises, leading the province in quality SME numbers [8] Business Environment - Qingdao ranks eighth among sub-provincial cities in the national SME development environment assessment for 2024, with a high market environment indicator ranking third [8] - The city is focused on creating a first-class business environment through a comprehensive support system of "policy + service + ecology" [8]