The evolving digital space presents a ongoing barrage of online security threats. From complex phishing efforts designed to fool unsuspecting users to harmful software that can compromise entire systems, the potential for harm is significant. Malicious Encryption continues to be a major concern, holding data prisoner for monetary gain. Furthermore,