Dean Leo Lo outlines the specific boundaries of artificial intelligence within academic libraries. He argues that while AI handles data retrieval, it cannot replace human curation or critical information literacy. This distinction forces University of Virginia staff to pivot toward teaching verification. Librarians must now prioritize guiding students through AI-generated hallucinations.