Artificial Intelligence (AI) is redefining security in software applications by enabling more sophisticated weakness identification, automated testing, and even semi-autonomous malicious activity detection. This write-up delivers an thorough narrative on how AI-based generative and predictive approaches are being applied in the application security domain, crafted for cybersecurity experts and decision-makers