Introduction The widespread application of artificial intelligence generated content (AIGC) technology in design education presents challenges in balancing technological dependency and autonomous innovation during creativity development. Establishing a dynamic equilibrium between technological empowerment and innovation capacity is critical in educational practice. This study examines how reverse engineering pedagogy (REP) stimulates learning motivation to foster creativity and proposes a multid