1. Introduction Generative AI has transitioned from a research curiosity to a cornerstone of healthcare innovation in 2025, fueled by breakthroughs in model architecture, fine-tuning, and retrieval integration. Early experiments centered on chatbots for basic triage, but recent efforts emphasize embedding LLMs into electronic medical record (EMR) systems, clinical workflows, and patient portals for deeper […]
