Achieving significant maize output hinges on careful application of key nutrients, particularly nitrogen, phosphorus, and potassium – commonly delivered through NPK blends. Standard practices often involve applying a fixed amount of NPK product across the entire area, but this can be wasteful and lead to environmental losses. Instead, a adaptive