This document presents a novel cryptosystem that enhances the security of traditional linear transformation-based ciphers, specifically the Hill cipher, by introducing dynamic byte substitution and variable length sub key groups. The proposed method employs nonlinearity in byte substitution to shift encryption indices to secret locations, increasing resistance against various attacks while maintaining efficient performance. Overall, the algorithm demonstrates improved randomness, reduced vulnerability to known-plaintext attacks, and retains the efficiency of original Hill cipher encryption and decryption processes.