The realm of cybersecurity research is presently witnessing a rapid evolution , driven by increasingly advanced threat scenarios . Current investigations are heavily focused on artificial machine learning powered defense strategies, including the building of adaptive firewalls and behavioral detection tools. Furthermore, there's a growing interest