Modern Language Models (LLMs) are transforming healthcare, offering unprecedented capabilities for Clinical Decision Support (CDS). This article delves into the architecture, data challenges, and ethical considerations of building AI-powered CDS applications. Discover how to leverage LLMs to enhance diagnostic accuracy, personalize treatment plans, and streamline clinical workflows, all while navigating the complex regulatory landscape in the US healthcare system.