The integration of generative artificial intelligence into academic and professional landscapes marks one of the most profound pedagogical shifts since the advent of the internet. Today, a student drafting a history essay, an engineer writing code, and a medical researcher synthesizing clinical trial data are all likely to turn to the same large language models (LLMs) for assistance.