Building an innovative community that deeply integrates industry, academia, research, and application, effectively shortening the "time difference" between technological innovation and achievement transformation, will surely accelerate the transformation of scientific and technological innovation as a "key variable" into the "maximum increment" of high-quality development. The opening ceremony will be held steadily, the racing competition will run freely, the fighting competition will be modeled and standardized, and the autonomous battery swapping will be precise and efficient... Recently, the 2025 World Artificial Intelligence Conference, 2025 World Robot Conference, and 2025 World Humanoid Robot Games have been held successively, and the performance of domestic robots has been impressive. The strong momentum of the robotics industry brings the beautiful vision of "human-machine symbiosis" closer to reality, and also reflects the steady pace of accelerating the transformation of technological innovation achievements into new quality productivity. New technologies move from laboratories to production lines, from creative ideas to market products. The shorter the time difference between them, the higher the efficiency of innovation and the stronger the driving force for development. Currently, global technological competition is becoming increasingly fierce. Whoever can quickly transform technological innovation achievements into real productivity will have an advantage in the competition. It can be said that whether the "time difference" between technological innovation and achievement transformation can be shortened not only affects the success or failure of enterprises, but also has a profound impact on the core competitiveness of the country. At the same time, it should be noted that from the papers on the bookshelf to the products on the shelf, it may seem like a "one step distance", but in reality, it is a "thousand mountains and ten thousand mountains". General Secretary Xi Jinping pointed out: "We must rely on China's industrial foundation advantages and super large market advantages, strengthen the construction of the national technology transfer system, improve policy support and market services, promote the promotion, application, and iterative upgrading of independently researched and developed products, and transform more scientific and technological achievements from samples into products and form industries." At the same time, efforts should be made to promote scientific and technological innovation and the transformation of scientific and technological achievements, truly achieving "affordable", "transferable" and "well used", in order to promote the high-end, intelligent and green development of industries with high-quality technology supply, and truly open up the channel from strong science and technology to strong enterprises, industries, and economies. To enhance the ability to transform, it is necessary to strengthen the position of enterprises as the main body of innovation. The annual conversion rate of technological achievements reaches over 75%. The secret of Zhuzhou Times New Materials Technology Co., Ltd. is that its research and development work is guided by market demand, establishing a three-level R&D system of "basic research application development engineering verification", and constructing a complete innovation chain from material design to engineering transformation. Creating a mutually reinforcing loop between meeting market needs and enhancing research and development capabilities makes innovation more efficient. To eliminate the risk of "not daring to convert", it is necessary to strengthen the mechanism guarantee and better create an atmosphere that encourages the transformation of scientific and technological achievements. Sichuan has formulated plans, revised regulations, and introduced measures such as proportional empowerment, rights confirmation before conversion, and use before payment. By 2024, the province's registered scientific and technological achievements will increase by 20% year-on-year, and the registered amount of technology contracts will increase by 33.6% year-on-year. Relaxing the mechanism stimulates the vitality of the source, so that there are no worries about the "first mile" and "last mile", and the transformation of scientific and technological achievements is naturally smoother. To solve the confusion of "not being able to convert" and enable more technological achievements to "land and generate profits", it is necessary to provide good technological service support. From technological innovation to industrial innovation, it is not simply a matter of crossing a single patent, but a systematic relay. As of the end of June, China has established 33 national level manufacturing innovation centers and 241 pilot platforms have been included in the key cultivation database. The construction of industrial innovation platforms continues to advance, providing solid support for the industrialization of achievements. The "technology matchmaker" acts as a go between, supported by intermediary platforms, providing a foundation for enterprises to find technology and for technology to find landing scenarios, thereby improving the speed and efficiency of transforming technological achievements into real productivity. "The key to Chinese path to modernization is scientific and technological modernization. ”The realization of high-level technological self-reliance and the development of new quality productivity have put forward more urgent needs for the integration of technological innovation and industrial innovation. By focusing on the main body, smooth channels, and creating an ecosystem, we can build an innovative community that deeply integrates industry, academia, research, and application, effectively shorten the "time difference" between technological innovation and achievement transformation, and accelerate the transformation of the "key variable" of scientific and technological innovation into the "maximum increment" of high-quality development. (New Society)