The rapid development of large-scale models of artificial intelligence has brought profound changes to economic and social development. How to promote the formation of an AGI consensus shared by all mankind and achieve the safe development of artificial intelligence is a profound proposition of The Times. The author systematically combs the logic thread and basic principle of the development of large model. In terms of ethical construction，we should adhere to the right innovation，take ethics as the “steering wheel” of artificial intelligence，realize the two-way enabling between Chinese excellent traditional culture and artificial intelligence，and find the value construction path of Chinese excellent traditional culture in the digital age. In terms of regulatory innovation，it is necessary to adhere to safe development and coordinate the configuration of “throttle” and “brake”. By exploring the weak copyright protection mechanism of training corpus data，the ownership of large models and generated content and the division of responsibilities in applications，and the behavioral regulation of intelligent agents，this paper puts forward a series of development suggestions.