The realm of cybersecurity research is presently witnessing a rapid transformation, driven by increasingly advanced threat environments. Current studies are heavily focused on artificial machine learning powered defense mechanisms , including the creation of adaptive firewalls and behavioral analysis tools. Furthermore, there's a growing interest i