The realm of cybersecurity research is presently witnessing a rapid transformation, driven by increasingly complex threat environments. Current studies are heavily focused on artificial intelligence powered defense threat intelligence mechanisms , including the creation of adaptive firewalls and behavioral monitoring tools. Furthermore, there's a g