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Yiorgis Gozadinos 2025-12-19 16:28:23 +02:00
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README.md
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@ -8,7 +8,9 @@ Agentic RAG built on [LanceDB](https://lancedb.com/), [Pydantic AI](https://ai.p
- **Reranking** — MxBAI, Cohere, Zero Entropy, or vLLM - **Reranking** — MxBAI, Cohere, Zero Entropy, or vLLM
- **Question answering** — QA agents with citations (page numbers, section headings) - **Question answering** — QA agents with citations (page numbers, section headings)
- **Research agents** — Multi-agent workflows via pydantic-graph: plan, search, evaluate, synthesize - **Research agents** — Multi-agent workflows via pydantic-graph: plan, search, evaluate, synthesize
- **Document structure** — Stores full [DoclingDocument](https://docling-project.github.io/docling/concepts/docling_document/), enabling structure-aware context expansion and visual grounding - **Document structure** — Stores full [DoclingDocument](https://docling-project.github.io/docling/concepts/docling_document/), enabling structure-aware context expansion
- **Visual grounding** — View chunks highlighted on original page images
- **Time travel** — Query the database at any historical point with `--before`
- **Multiple providers** — Embeddings: Ollama, OpenAI, VoyageAI, LM Studio, vLLM. QA/Research: any model supported by Pydantic AI - **Multiple providers** — Embeddings: Ollama, OpenAI, VoyageAI, LM Studio, vLLM. QA/Research: any model supported by Pydantic AI
- **Local-first** — Embedded LanceDB, no servers required. Also supports S3, GCS, Azure, and LanceDB Cloud - **Local-first** — Embedded LanceDB, no servers required. Also supports S3, GCS, Azure, and LanceDB Cloud
- **MCP server** — Expose as tools for AI assistants (Claude Desktop, etc.) - **MCP server** — Expose as tools for AI assistants (Claude Desktop, etc.)
@ -54,6 +56,9 @@ haiku-rag ask "How does the proposed method compare to the baseline on MMLU?" --
# Research mode — iterative planning and search # Research mode — iterative planning and search
haiku-rag research "What are the limitations of the approach?" --verbose haiku-rag research "What are the limitations of the approach?" --verbose
# Interactive research — human-in-the-loop with decision points
haiku-rag research "Compare the approaches discussed" --interactive
# Watch a directory for changes # Watch a directory for changes
haiku-rag serve --monitor haiku-rag serve --monitor
``` ```