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Fathom RAG Adapter is an autonomous retrieval-intelligence layer that improves RAG quality through multi-agent reasoning, adaptive retrieval strategies, and continuous self-optimization. It turns static RAG pipelines into intelligent knowledge systems that think, verify, and refine.