The emergence of AI-driven vulnerability discovery marks a structural shift toward an "AI-SDLC," where security flaws are identified with unprecedented speed and sophistication. This creates an "AI vulnerability storm," as the massive volume of detected issues threatens to overwhelm traditional remediation processes and security models. Ultimately, the same tools boosting developer productivity also empower attackers, demanding a fundamental rethinking of how software is secured at scale.