AI is transforming security in software applications by facilitating smarter bug discovery, automated testing, and even semi-autonomous attack surface scanning. agentic ai in application security This guide delivers an thorough narrative on how generative and predictive AI operate in the application security domain, crafted for security professionals and stakeholders alike.