The contemporary digital landscape presents a persistent barrage of digital security risks. From advanced phishing efforts designed to fool unsuspecting users to harmful software that can compromise entire infrastructure, the potential for damage is significant. Ransomware continues to be a major problem, holding data hostage for financial gain. Fu