The evaluation uses three frameworks: CWE-Bench-AA for language-specific patching, DeepsecBench-AA for vulnerability discovery, and CyberGym-E2E-AA for memory safety fixes. In the CyberGym test, models such as GPT-6 Sol and GPT-6 Astra refused every task, while Claude Fable 5.1 declined 99% of assignments. The Cyber Index Alliance, which includes Vercel and CollinearAI, aims to establish an industry standard for defense as AI models gain more advanced cyber offense capabilities.
