Introduction Does it really make a difference in a T20 admissions office if a high school student creates "another chatbot" or "another Kaggle model"? The majority of families believe that any  AI project indicates rigor. The reality of admissions is more severe. Every cycle, reviewers encounter thousands of projects that are conceptually shallow but technically sound. The unsettling reality is that competent students fail because their work lacks context, depth, and evidence