Computational Intelligence is transforming the field of application security by enabling smarter bug discovery, automated testing, and even self-directed malicious activity detection. This write-up provides an comprehensive narrative on how machine learning and AI-driven solutions are being applied in the application security domain, designed for AppSec specialists and decision-makers in