From eac87d8603134a4471a9a57f5bc817479ced0820 Mon Sep 17 00:00:00 2001 From: Yiorgis Gozadinos Date: Fri, 19 Dec 2025 16:28:23 +0200 Subject: [PATCH] Update readme --- README.md | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 4ad49d15..3b3ff160 100644 --- a/README.md +++ b/README.md @@ -8,7 +8,9 @@ Agentic RAG built on [LanceDB](https://lancedb.com/), [Pydantic AI](https://ai.p - **Reranking** — MxBAI, Cohere, Zero Entropy, or vLLM - **Question answering** — QA agents with citations (page numbers, section headings) - **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 - **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.) @@ -54,6 +56,9 @@ haiku-rag ask "How does the proposed method compare to the baseline on MMLU?" -- # Research mode — iterative planning and search 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 haiku-rag serve --monitor ```