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  <url>
    <loc>https://cognilium.ai/tech-news/graphrag-vs-flat-vector-rag-2026-default</loc>
    <news:news>
      <news:publication>
        <news:name>Cognilium AI</news:name>
        <news:language>en</news:language>
      </news:publication>
      <news:publication_date>2026-06-09T09:22:24.421Z</news:publication_date>
      <news:title>GraphRAG vs Flat-Vector RAG: Why 2026 Is the Year Graph Retrieval Graduates to Default</news:title>
      <news:keywords>GraphRAG, RAG, Knowledge Graphs, Neo4j, Hybrid Retrieval, LLM Engineering</news:keywords>
      <news:genres>Blog</news:genres>
    </news:news>
  </url>
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