This paper explores Stanford University's evolution in artificial intelligence (AI) education, emphasizing its interdisciplinary approach and collaboration with Silicon Valley. Building upon the university's foundational integration of liberal arts and industry partnerships, Stanford has facilitated frontier research in AI domains. Key initiatives such as Stanford AI4ALL, SAIL-Toyota Center, and the SAIL-JD AI Research Initiative showcase the university's commitment to inclusive AI technologies. The analysis offers insights into Stanford's strategies, highlighting the institution's role as a global leader in shaping AI education.