The evolving threat landscape demands a advanced approach to defense, and Artificial Intelligence is the key . Next-generation cybersecurity systems are now leveraging AI to identify intrusions with unprecedented precision. These sophisticated solutions go beyond traditional rule-based methods , proactively learning and adapting to --- new attacks