2025. Edge-AI in Precision Agriculture: A Quantized MobileNetV2 Framework for Localized Crop Disease Detection in Punjab, Pakistan. Journal of Advancement in Computing. 4, 1 (Dec. 2025), 01–15. DOI:https://doi.org/10.36755/jac.v4i1.142.