The realm of cybersecurity incident response analysis research is presently witnessing a rapid evolution , driven by increasingly advanced threat landscapes . Current investigations are heavily focused on artificial machine learning powered defense mechanisms , including the creation of adaptive firewalls and behavioral analysis tools. Furthermore,