Introduction Do universities really care if a student learns  AI, or only if they use it to create something tangible?  This question reveals a harsh reality for many competent high school students: reading about artificial intelligence or finishing unrelated tutorials seldom translates into admissions value. Every year, admissions readers witness intelligent, driven, and technically curious students who are identical on paper. Talent and effort no longer make a difference.