Core Viewpoint - The survival rule in the pilot stage should shift from technology-driven to scenario-driven, and from solo efforts to collaborative responsibilities. Only through the combined efforts of government, enterprises, and capital can the innovation "valley of death" be truly crossed [8]. Group 1: Innovation in New Materials - The year 2026 marks the beginning of the "14th Five-Year Plan," emphasizing high-level technological self-reliance, with new materials positioned as the "grain of industry" [3]. - A recent closed-door meeting titled "New Materials × AI: Paradigm Shift" was held to discuss the core challenges of industrializing new materials, featuring key figures from various sectors [3]. - There is a significant misconception in China regarding the transformation of scientific achievements; the focus should be on identifying market demand first rather than developing technology and then seeking a market [4]. Group 2: Challenges in Pilot Testing - New material innovation is characterized by "three highs and three longs": high investment, high difficulty, high barriers, and long research, verification, and application cycles [7]. - The pilot testing phase is critical and often the most challenging, as scaling from laboratory to industrial application involves complex dynamics and engineering capabilities [7]. - The establishment of pilot research platforms by local governments aims to provide resources for new material innovation companies, but requires substantial investment from enterprises alongside government support [8]. Group 3: AI Empowerment in Material Innovation - AI's role in new material development is to identify paths not yet discovered by humans, but it requires a foundation of standardized, high-quality data to be effective [9]. - The success of AI in manufacturing is more pronounced than in research, as manufacturing data tends to be more standardized and systematic [10]. - The emergence of embodied intelligence in the materials sector presents opportunities for cost reduction through the use of new composite materials [10]. Group 4: Understanding the Value of "Slow Variables" - New materials are not a fast business; understanding their value is crucial for attracting capital, which involves clear communication and collaboration with investors [11]. - The strategy for new material companies should focus on both internal capabilities and visibility to investors, emphasizing the importance of long-term perspectives and patient capital [11][12]. - Different types of capital suitable for new material enterprises include government industrial funds, corporate venture capital, and impact investments that prioritize both financial returns and social value [12].