Machine learning is a core technological component of cyber security, used for defensive tasks like intrusion detection and log analysis as noted in [1], while also serving as a predictive tool for identifying vulnerabilities and anomalies [2]. Furthermore, machine learning plays a dual role in the 2025 landscape by assisting both attackers and defenders in managing security threats and data recovery [3].