
The traditional method of manual penetration testing where human analysts painstakingly sift through lines of code has been decisively overtaken by high-speed algorithmic warfare. This shift represents more than just a minor upgrade in tooling; it is a fundamental transformation of the security landscape. As attack surfaces expand across cloud environments and decentralized networks, the necessity for automated, AI-driven frameworks










