The realm of cybersecurity is perpetually evolving, ever-shifting challenged by novel threats that emerge with alarming frequency. As artificial intelligence (AI) advances, a new breed of adversary has arisen: Adversarial AI. These malicious entities leverage the very power of AI to subvert security systems in unforeseen and sophisticated ways. A