MedGuideX enhances clinical decision-making by integrating executable decision logic from clinical practice guidelines into large language models, resulting in improved accuracy and more reliable medical reasoning. This innovation demonstrates a significant advancement in the application of AI in healthcare, particularly in generating data that reflects real-world clinical scenarios.