In today’s increasingly digitized world, cybersecurity threats have evolved in complexity and frequency, posing unprecedented risks to individuals, organizations, and national infrastructures alike. The rise of sophisticated attack vectors, such as ransomware, polymorphic malware, and AI-driven exploits, underscores the growing necessity for advanced defense mechanisms. Traditional rule-based security systems,