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Automating vulnerability analysis with LLMs is now more practical: RAVEN shows how to generate structured, high-quality reports using RAG, even achieving a 54% quality score on real-world vulnerabilities.
LLMs generating hardware code often fail *after* synthesis, and the type of failure (elaboration errors vs. missing wrappers) systematically depends on whether the model is proprietary or open-weight.
