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