Introduction As the industry shifts toward automation, the mvit cutoff for these modern specializations has consistently tightened, reflecting the college's proactive approach to curriculum evolution. Data from 2023 to 2025 shows that the closing ranks for AIML often rival those of traditional Computer Science, signaling a shift in student prefere