The integration of Large Language Models (LLMs) into radiation therapy represents a transformative advancement, addressing the field's inherent complexity through multimodal intelligence. This report systematically explores the capabilities, applications, challenges, and future directions of LLMs in enhancing precision, efficiency, and patient-centered care in radiotherapy.