The realm of cybersecurity research is presently witnessing a rapid transformation, driven by increasingly malware campaigns sophisticated threat landscapes . Current investigations are heavily focused on artificial AI powered defense strategies, including the creation of adaptive firewalls and behavioral analysis tools. Furthermore, there's a grow