The landscape of digital defense is rapidly evolving , and legacy methods are increasingly failing against sophisticated threats. This review examines several next-generation AI-powered cybersecurity platforms https://ronaldinfd079769.jasperwiki.com/8043851/artificial_intelligence_driven_cybersecurity_solutions_a_software_review