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Consistency Is the Attack Surface: Detecting Coordinated Retrieval Poisoning with Embedding GeometryConsistency-based defenses for retrieval-augmented generation (RAG) rest on an assumption that a sparse adversary breaks: a poisoning campaign may modify a negligible fraction of the corpus, yet retrieval concentrates it...