AI-powered breakthroughs now automate complex proofs and calculations. These tools force mathematicians to rethink the fundamental purpose of human-led discovery. While Generative AI accelerates computation, it lacks true conceptual understanding. Researchers must now distinguish between mechanical verification and genuine mathematical insight to maintain academic rigor in an automated era.