Based on the characteristics of the knowledge economy era and an academic review of the relationship between engineering and aesthetic education, this paper presents the academic and practical logic of engineering aesthetic education with the three major contents of the engineering aesthetic education system and its characteristic “ aesthetic education in action”. It attempts to construct an integrative theoretical framework and aesthetic education transmission path with characteristics of AI ethics and engineering science, providing aesthetic education support for training qualified engineers in the new era.