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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.
Off-the-shelf root cause analysis tools fall flat when applied to LLM inference stacks, demanding a new generation of observability techniques.