DIATOS (Diabetic Retinopathy diagnosis model and multimodal user interface) addresses the critical issue of early detection and diagnosis of Diabetic Retinopathy (DR), a leading cause of blindness globally. The project leverages machine learning and AI to enhance diagnostic accuracy for retinal images, aiming to alleviate the burden on healthcare systems by enabling quicker, more reliable screening.