Large Language Models (LLMs) are increasingly being explored for enhancing patient communication by simplifying and explaining complex medical reports, such as X-ray findings and hospital discharge summaries. We focus on designing and evaluating AI systems that generate accurate, understandable, and clinically safe explanations for patients.