A single SOC 2 sentence moved LLM-generated code conformance from 47 to 88 percent up to 86 to 100 percent across 24 generations, while MFA hooks, cookie flags, and account lifecycle controls still required explicit naming.
Asleep at the Keyboard? Assessing the Secu- rity of GitHub Copilot’s Code Contributions,
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Can AI Write Compliant Code, and to What Extent? Evaluating SOC 2 Compliance of Claude Fable 5, Claude Opus 4.8, and Claude Opus 5 Across Four Use Cases
A single SOC 2 sentence moved LLM-generated code conformance from 47 to 88 percent up to 86 to 100 percent across 24 generations, while MFA hooks, cookie flags, and account lifecycle controls still required explicit naming.