Blackpod disease is one of the most notorious and destructive threats to cocoa farming globally. Caused by the Phytophthora fungus, it targets the cocoa pods, rendering them unfit for harvest and causing severe economic losses. Blackpod affects cocoa plantations in tropical climates, particularly in regions like West Africa, Southeast Asia, and Cen