The project focuses on creating a Smart Agriculture system for early detection of diseases in rice and soybean crops in Chhattisgarh. It integrates lightweight deep-learning models, optimized for fog computing, UAV-based soil mapping, and efficient drone path planning, with farmer training and mobile apps to enhance agricultural productivity and disease prevention.