Consistency Is the Attack Surface: Detecting Coordinated Retrieval Poisoning with Embedding Geometry

Consistency-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 its passages into the reader's context. Across four Natural Questions retrieval se