Diabetica-1.5B is a large language model tailored for the field of diabetes care. It excels in tasks related to diabetes such as diagnosis, treatment recommendations, medication management, lifestyle advice, and patient education. The model is developed based on an open-source framework and fine-tuned on specific disease datasets, providing a reproducible framework that accelerates the advancement of AI-assisted healthcare.