Lead the README with what haiku.rag does
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# Haiku RAG
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# haiku.rag
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[](https://pypi.org/project/haiku.rag/)
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[](https://pypi.org/project/haiku.rag/)
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[](https://pepy.tech/projects/haiku-rag-slim)
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[](https://ggozad.github.io/haiku.rag/)
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[](https://github.com/ggozad/haiku.rag/actions/workflows/test.yml)
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[](https://codecov.io/gh/ggozad/haiku.rag)
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Agentic RAG built on [LanceDB](https://lancedb.com/), [Pydantic AI](https://ai.pydantic.dev/), and [Docling](https://docling-project.github.io/docling/).
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Agentic RAG that answers questions about your own documents with citations to page numbers and section headings. Runs locally on an embedded database, no server required.
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Built on [LanceDB](https://lancedb.com/), [Pydantic AI](https://ai.pydantic.dev/), and [Docling](https://docling-project.github.io/docling/). Full documentation at [ggozad.github.io/haiku.rag](https://ggozad.github.io/haiku.rag/).
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> **New: vision and multimodal search.** Picture-aware ingestion captures embedded figure bytes; vision-capable QA models receive them alongside text. Multimodal embedders put picture vectors in the same space as text, enabling text-as-query → figure hits and image-as-query retrieval.
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# Haiku RAG - Evaluations
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# haiku.rag - Evaluations
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Internal benchmarking and evaluation scripts for haiku.rag.
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