The realm security operations of cybersecurity research is presently witnessing a rapid transformation, driven by increasingly complex threat scenarios . Current investigations are heavily focused on artificial intelligence powered defense systems , including the building of adaptive firewalls and behavioral monitoring tools. Furthermore, there's a