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Retrieval-augmented generation (RAG) fails at scale due to retrieval irrelevance and context poisoning. The chunk-embed-retrieve pipeline creates a structural conflict between small chunks for recall and large chunks for context. Engineers are reaching for alternatives to address these documented failure modes.
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