AI-driven vulnerability discovery is outpacing the standards and frameworks defenders rely on. Rapid7's new policy paper, presented at a White House consultation, argues that CVE, CVSS, NVD, KEV, and EPSS were all built for human-speed discovery and are now under severe strain. CVE submissions grew 263% between 2020 and 2025, and NIST has acknowledged NVD can no longer keep pace. AI agents solving cybersecurity tasks jumped from 15% to 93% solve rates in a single year on the Cybench benchmark. The paper proposes reforms including recognizing AI-demonstrated exploitability, adding chaining-risk metadata to vulnerability records, updating the Vulnerabilities Equities Process, standardizing capability disclosure from AI labs, and establishing independent verification standards for AI security tools.