The realm of cybersecurity research is presently witnessing a rapid transformation, driven by increasingly complex threat environments. Current analyses are heavily focused on artificial intelligence powered defense systems , including the development of adaptive firewalls and behavioral detection tools. Furthermore, there's a growing interest in b