The modern digital space presents a persistent barrage of online security threats. From complex phishing campaigns designed to fool unsuspecting users to harmful software that can cripple entire networks, the potential for loss is significant. Ransomware continues to be a major worry, holding data prisoner for lucrative gain. Furthermore, the rise