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A software engineer argues that binary hallucination rates flatten eight failure modes into one useless number, causing RAG tuning to stall. The post proposes weighting failures by downstream cost, reversibility, detectability, and frequency under load instead of intuition. A concrete example walks through weighting for an HR policy RAG pipeline.
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