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This study explores the evolution of Artificial Intelligence (AI) education at Stanford University, providing insights into its historical context, motivations, and developmental trajectory. Starting with the establishment of the Stanford Artificial Intelligence Laboratory (SAIL) in 1965, it underscores Stanford's commitment to AI as an interdisciplinary field, catalyzing an organizational shift from traditional academic structures. Factors such as proximity to Silicon Valley, a flexible organizational structure, and a liberal arts philosophy have facilitated the progress of computer science and, consequently, AI education at Stanford. The study concludes with Stanford's ongoing dedication to leading AI research and education, reinforcing its position in this rapidly evolving field.