The contemporary digital environment presents a persistent barrage of digital security threats. From advanced phishing campaigns designed to fool unsuspecting users to viruses that can disable entire systems, the potential for harm is significant. Extortionware continues to be a major concern, holding data captive for lucrative profit. Furthermore,