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Multi-headed CNN for simultaneous potato/tomato classification (99.9% accuracy) and quality assessment (98.5% accuracy). Features Grad-CAM explainability, Streamlit interface, and 30% parameter reduction. Built for precision agriculture with real-time crop monitoring.