The college admissions ecosystem has reached a historic inflection point. With over 1.4 million distinct first-year applicants submitting more than 9.1 million applications through the Common Application platform, competition for elite undergraduate seats has escalated dramatically. Today’s admissions officers are inundated with thousands of near-identical academic transcripts, standardized test scores, and repetitive activity resumes. In an era marked by shifting test-option