转自：中国科学报 指尖轻轻触碰，便能感知苹果的爽脆、面包的松软、丝绸的细腻，这得益于人类皮肤历经数百万年进化 形成的精妙结构。人类指尖每平方厘米分布着约240个触觉感受器，它们能够同时捕捉压力、纹理、软 硬等多维信息，并瞬间传递给大脑，从而形成精准的"触觉画像"。倘若能为机器人赋予这样"指尖触 觉"，甚至使其具备更敏锐的感知能力，那么世界将充满无限可能。 然而，团队并未满足于此。何少帅介绍，此前的研究虽实现了材料种类识别率99.4%、材料软硬度识别 率100%的准确率，并制作出单个触感器在5毫米级的阵列集成，但要赋予机器人真正灵巧的"智能指 尖"，必须在传感器的微型化与集成度上继续取得突破。 迈向亚毫米级的"触觉指尖" 指纹间距约在一毫米以内，触感器要做到这个尺度以内，才能感知如指纹般精细的纹理，这意味着研究 需迈向亚毫米级的阵列集成。 "在港科大（广州），我们不仅要以科学家的思维发现问题、提供解决方案，更要以工程师的思维交 付'实际可用的样品'，让科研与工程贯通，走向真实应用场景。"訾云龙说。 近日，一项来自香港科技大学（广州）（以下简称港科大<广州>）的突破性研究，正逐步将这份"指尖 智慧"变为现实。该校 ...

Core Viewpoint - Kimi's president, Zhang Yutong, emphasized the company's innovative approach in utilizing only 1% of resources from top U.S. laboratories to develop leading open-source models, Kimi K2 and Kimi K2 Thinking, which even outperform some top closed-source models in certain aspects [1] Group 1 - Kimi has focused on foundational research innovation to achieve extreme efficiency due to the constraints faced by Chinese startups in resource allocation [1] - The company has invested significant effort in integrating engineering thinking into its research processes to ensure that all algorithm innovations can be reliably and stably deployed in production systems [1] - A new model from Kimi is expected to be released soon, indicating ongoing advancements in their technology [1]

Core Viewpoint - The article highlights the transformation of Zhaoxin Co., Ltd. from scale expansion to quality-driven growth, emphasizing the importance of "engineering thinking" in navigating market cycles and enhancing corporate resilience [1][2]. Financial Restructuring - The new management team prioritized cash flow management, developing an internal tracking and forecasting system, and made decisive asset sales during high market prices to recover liquidity for future strategic initiatives [3][5]. - These actions led to a significant improvement in the company's financial health, allowing it to resolve historical debt issues and achieve a healthier asset structure [3][5]. Business Capability Development - Zhaoxin Co., Ltd. digitized 30 years of formula research in the fine chemical sector, reducing customer response time from months to 30 minutes through AI-assisted R&D [3][5]. - The company standardized project evaluation and decision-making processes in the new energy sector, enabling rapid completion of assessments and decisions within a week [3][5]. Governance Improvements - The company established a clear authorization matrix and operational dashboards to institutionalize decision-making processes, ensuring accountability and traceability during rapid expansion [5]. Growth Strategies - Zhaoxin Co., Ltd. identified three growth curves: globalization and high value-add in fine chemicals, engineering replication in photovoltaic energy, and smart operation of new energy assets [6][7]. - The fine chemicals segment achieved a gross margin of over 28% despite a downturn in the construction materials sector, with plans to expand into Southeast Asia, the Middle East, Africa, and Europe [6][7]. - The photovoltaic EPC business saw a revenue increase of 928.91% year-on-year, contributing 26.13% to total revenue in the first half of 2025 [7]. Strategic Alignment with National Policies - The company is actively engaging in methane utilization and lithium extraction from salt lakes, aligning with national strategies for new energy systems and resource development [9]. - A strategic partnership with Zhejiang Yiyang Energy Technology Co., Ltd. aims to create a comprehensive energy station model that integrates resource recycling and new energy generation [9]. Future Vision - Zhaoxin Co., Ltd. aims to evolve into a platform-based enterprise focused on capability output rather than asset accumulation, emphasizing light asset operations as a key growth strategy [10]. - The company plans to leverage engineering and data capabilities to shift from one-time delivery to long-term service models, driving growth through knowledge, data, and algorithms rather than solely capital expenditure [10].

Core Insights - The article discusses the transformation of Zhaoxin Co., Ltd. from scale expansion to quality-driven growth, emphasizing the importance of "engineering thinking" in its strategic restructuring [1][2] Financial Restructuring - The company faced significant challenges, including high-interest debt and cash flow issues, prompting a comprehensive financial overhaul led by the new management team [2] - A cash flow management system was developed, prioritizing liquidity recovery during high market prices for lithium and photovoltaic assets, which helped resolve the debt crisis [2][3] Business Development - Zhaoxin Co., Ltd. digitized 30 years of formula research in the fine chemical sector, significantly reducing response time to customer needs from months to 30 minutes [3] - The company aims to expand its aerosol business globally, targeting Southeast Asia, the Middle East, Africa, and Europe, with a gross margin exceeding 28% [4] Growth Strategies - The first growth curve focuses on globalizing and adding value to fine chemical products, while the second growth curve leverages engineering capabilities in photovoltaic EPC projects, achieving a revenue increase of 928.91% year-on-year [4] - The third growth curve involves transitioning from investment to specialized operational services in renewable energy, with a new subsidiary aimed at enhancing operational efficiency and cash flow quality [5][6] Strategic Alignment with National Policies - Zhaoxin Co., Ltd. is aligning its strategies with national goals, recently signing a strategic cooperation agreement to innovate in methane utilization and lithium extraction from salt lakes [6][7] - The company aims to create a comprehensive energy supply network by integrating various renewable energy sources and enhancing resource recycling [7] Future Vision - The long-term vision is to transform Zhaoxin Co., Ltd. into a platform-based enterprise, focusing on capability output rather than asset accumulation, with an emphasis on light asset operations [6][7]

Core Viewpoint - The article discusses the nature of venture capital as a blend of art and science, emphasizing the importance of both rational analysis and emotional insight in investment decisions [3][5][30]. Group 1: Nature of Venture Capital - Venture capital is fundamentally about wealth enhancement, requiring investors to master financial analysis and accounting skills [3][4]. - The industry is characterized by a lack of formal training backgrounds among successful investors, who often come from diverse fields such as arts and sciences [3][4][9]. - The historical perspective suggests that venture capital has not fundamentally changed in its underlying logic over the past 20 years, although operational processes may have evolved [8][10]. Group 2: Education and Training in Venture Capital - A new initiative led by an experienced investor aims to formalize venture capital education, attracting over 150 participants weekly from various sectors [4][11]. - The training focuses on foundational skills and encourages critical thinking rather than simply teaching how to identify successful investments [10][11][30]. - The classroom environment promotes open discussions and challenges conventional wisdom, fostering a deeper understanding of investment principles [10][30]. Group 3: Challenges and Perspectives - The current generation of investors faces a more competitive environment, leading to feelings of anxiety and pressure to succeed [36][39]. - The article highlights the importance of understanding the broader context of investments, including economic and social factors, rather than relying solely on technical skills [24][33]. - There is a recognition that successful investing requires a philosophical approach, integrating insights from various disciplines [30][33].