The current internet world presents a significant risk to individuals and organizations alike. Security breaches are becoming ever more complex , utilizing techniques such as spear phishing to steal sensitive credentials. Ransomware remains a major concern, potentially disrupting operations and demanding ransom for restoration . Organizations must