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RAG-based defenses can significantly reduce package hallucination rates in LLM-generated code, but only if matched to the specific threat model and utility requirements.
Today's agents are surprisingly bad at real-world terminal tasks, with even frontier models failing nearly 40% of the time on everyday workflows.
