The landscape of cyber vulnerabilities is rapidly evolving , demanding a complete change in how firms approach defense. Traditional, rule-based systems are progressively proving ineffective against sophisticated attacks. Intelligent cyber defense solutions offer a promising alternative, leveraging machine learning to detect and address to threats i