The integration of Large Language Models (LLMs) into the clinical environment represents one of the most significant shifts in healthcare technology since the advent of the Electronic Health Record (EHR). While early-stage models demonstrated an extraordinary capacity for passing standardized medical licensing examinations, a profound "benchmarking gap" has emerged between academic performance and clinical readiness. Traditional evaluations, often centred on multiple-choice f