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