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    VectifyAI has released PageIndex, an open-source tool written in Python that provides document indexing for vectorless, reasoning-based retrieval-augmented generation. Instead of relying on vector embeddings, the approach lets language models reason over structured document indexes to find relevant information. The project is drawing attention among developers working on RAG systems who are weighing alternatives to embedding-based retrieval.

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