This project develops an AI-powered drone system using federated learning to detect Mahua leaf diseases, weeds, and pests early. It supports precise, eco-friendly interventions, reduces labor and chemical use, improves yields, and empowers tribal communities. It also generates standardized data to enhance best practices and ensure long-term sustainable Mahua cultivation.