Under the macro-context of the "Healthy China" strategy and innovation-driven development, and aiming to meet the urgent demand for high-level research talents in the new era of the 21st century, this paper is grounded in the mission of the State Key Laboratory of Kidney Diseases. It conducts an in-depth reflection and systematic reconstruction of the current training system for novice postgraduates, addressing issues such as the underlying logic of scientific research, varying levels of research literacy, fragmented rotation plans, and monotonous training models. In response, this paper uniquely proposes a new model for academic postgraduate training that is scientific and efficient. Centered on the goal of research serving clinical practice and the main task of enhancing independent research capabilities and innovative potential, the model integrates ideological construction, the stimulation of subjective initiative, improving research literacy, and optimizing rotation plans combined with diverse teaching strategies. This work provides a replicable and scalable paradigm of best practices for the precise cultivation and rapid development of academic postgraduates in nephrology in the new era, thereby contributing to the high-quality and sustainable development of nephrology research in China.