The deployment of artificial intelligence in clinical medicine has reached a critical structural juncture. Large Language Models (LLMs) built on transformer architectures have demonstrated remarkable fluency on static medical knowledge benchmarks, clinical documentation tasks, and diagnostic question-answering. However, clinical care is fundamentally interventional, dynamic, and stateful. Clinicians do not merely process unstructured text; they evaluate complex biological sys