The escalating complexity of cyber threats demands a advanced methodology. Traditional, rule-based security platforms are increasingly insufficient to effectively detect to evolving malware and unforeseen exploits. Artificial intelligence powered network security platforms offer a proactive defense, analyzing massive datasets of system logs in real