LLMs are smart—but static. They hallucinate when their internal knowledge runs dry. Retrieval-Augmented Generation (RAG) is one fix, but today’s RAGs are often expensive, hard to generalize, neglectful of the model’s own knowledge. R1-Searcher++ changes that. It’s a retrieval +

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