The global healthcare ecosystem is currently navigating a period of profound re-architecting, driven by the convergence of massive digital health data repositories and the unprecedented reasoning capabilities of Large Language Models (LLMs). This transition represents a departure from traditional, rule-based clinical decision support systems toward dynamic, generative architectures capable of interpreting the vast complexities of human physiology and clinical narrative. The