The rapid development of artificial intelligence technology is profoundly reshaping the global education system, especially in the field of cultivating top-notch innovative talents. As a new-generation large language model, DeepSeek not only provides breakthrough technological empowerment in knowledge integration, personalized learning support, and high-level thinking training, but also promotes the reconstruction of the education system through intelligent means. Its core goal is to build a talent cultivation system for top-notch innovative talents that adapts to the needs of future technological and social development, enabling students to possess interdisciplinary knowledge integration, critical thinking, autonomous learning ability, and a global perspective, thereby meeting the country's talent demands in key areas. This article explores the theoretical logic and practical paths of DeepSeek's empowerment of top-notch innovative talents, aiming to systematically enhance the quality of top-notch innovative talent cultivation. Firstly, DeepSeek has four core value implications in the process of cultivating top-notch innovative talents: intelligent integration of interdisciplinary knowledge and innovation thinking leap, personalized navigation for advanced learning and high-level cognitive construction, collaborative progress in intelligent innovation ecosystem construction and scientific research paradigm transformation, and vision expansion for global knowledge interconnection and international competitiveness improvement. Secondly, the empowerment logic of DeepSeek mainly includes intelligent empowerment, cognitive empowerment, and ecological empowerment: intelligent empowerment focuses on course integration and high-level thinking cultivation, optimizing the knowledge system structure and promoting the transformation from passive learning to independent innovation; cognitive empowerment realizes differentiated teaching through intelligent learning analysis, shaping innovative qualities and improving the precision and adaptability of talent cultivation; ecological empowerment emphasizes the construction of a collaborative education environment, breaking down the resource sharing mechanism among universities, research institutions, and enterprises, and forming a systematic support system for the growth of top-notch innovative talents. Finally, in the context of intensified global technological competition, the cultivation of top-notch innovative talents in China needs to be further strengthened. Therefore, the practical paths of DeepSeek's empowerment of top-notch innovative talent cultivation include: first, building an intelligent evaluation system, using precise assessment and innovation-driven methods to optimize the talent selection mechanism and promote the reform of ability-oriented education evaluation; second, implementing intelligent-assisted teaching, through deep personalized learning and high-level cognitive training, to strengthen the thinking shaping of top-notch innovative talents; third, creating an intelligent research ecosystem, promoting human-machine collaborative innovation, and facilitating cross-disciplinary cooperation and the transformation of frontier research paradigms; fourth, strengthening practice-driven innovation, enhancing the chain from knowledge generation to technology transformation, and promoting the application of artificial intelligence in solving real-world problems. In the future, DeepSeek can further optimize the application of intelligent technology, enhance the precision and adaptability of the talent cultivation system, provide a systematic solution to the structural contradictions in the cultivation of top-notch innovative talents, and provide strong support for the construction of an educational and technological power.