The contemporary digital landscape presents a ongoing barrage of online security dangers. From advanced phishing campaigns designed to trick unsuspecting users to viruses that can disable entire networks, the potential for harm is significant. Ransomware continues to be a major worry, holding data prisoner for financial gain. Furthermore, the rise