diff --git a/README.md b/README.md index 1608927..06537fb 100644 --- a/README.md +++ b/README.md @@ -34,12 +34,12 @@ #### 📢 Recent Updates **Articles:** -* 🧩 [**The PageIndex Overview**](https://pageindex.ai/blog/pageindex-intro): Introduces the PageIndex framework — an *agentic, in-context* **tree index** that enables LLMs to perform **reasoning-based, human-like retrieval** over long documents, without vectors or chunking. -* ["Do We Still Need OCR?"](https://pageindex.ai/blog/do-we-need-ocr): Explores how vision-based, reasoning-native RAG challenges the traditional OCR pipeline, and why the future of document AI might be *vectorless* and *vision-based*. +* ⭐ [**The PageIndex Overview**](https://pageindex.ai/blog/pageindex-intro): Introduces the PageIndex framework — an *agentic, in-context* **tree index** that enables LLMs to perform **reasoning-based, human-like retrieval** over long documents, without vector DB or chunking. +* [Do We Still Need OCR?](https://pageindex.ai/blog/do-we-need-ocr): Explores how vision-based, reasoning-native RAG challenges the traditional OCR pipeline, and why the future of document AI might be *vectorless* and *vision-based*. **🧪 Cookbooks:** * [**Vectorless RAG notebook**](https://github.com/VectifyAI/PageIndex/blob/main/cookbook/pageindex_RAG_simple.ipynb): A minimal, hands-on example of reasoning-based RAG using **PageIndex** — no vectors, no chunking, and human-like retrieval. -* [Vision-based Vectorless RAG notebook](https://github.com/VectifyAI/PageIndex/blob/main/cookbook/vision_RAG_pageindex.ipynb): Experience OCR-free document understanding through PageIndex’s visual retrieval workflow — retrieving and reasoning directly over PDF page images. +* [Vision-based Vectorless RAG notebook](https://github.com/VectifyAI/PageIndex/blob/main/cookbook/vision_RAG_pageindex.ipynb): Experience OCR-free document understanding through PageIndex’s visual retrieval workflow that retrieves and reasons directly over PDF page images. # 📑 Introduction to PageIndex @@ -58,8 +58,8 @@ Inspired by AlphaGo, we propose **[PageIndex](https://vectify.ai/pageindex)** ### 🧩 Features Compared to traditional *vector-based RAG*, **PageIndex** features: -- **No Vector DB Needed**: Uses document structure and LLM reasoning for retrieval, instead of vector search. -- **No Chunking Needed**: Documents are organized into natural sections, not artificial chunks. +- **No Vector DB**: Uses document structure and LLM reasoning for retrieval, instead of vector search. +- **No Chunking**: Documents are organized into natural sections, not artificial chunks. - **Human-like Retrieval**: Simulates how human experts navigate and extract knowledge from complex documents. - **Transparent Retrieval Process**: Retrieval based on reasoning — traceable and interpretable. Say goodbye to approximate vector search ("vibe retrieval"). diff --git a/cookbook/README.md b/cookbook/README.md new file mode 100644 index 0000000..4107213 --- /dev/null +++ b/cookbook/README.md @@ -0,0 +1,14 @@ +### 🧪 Cookbooks: + +* [**Vectorless RAG notebook**](https://github.com/VectifyAI/PageIndex/blob/main/cookbook/pageindex_RAG_simple.ipynb): A *minimal*, hands-on example of reasoning-based RAG using **PageIndex** — no vectors, no chunking, and human-like retrieval. +* [Vision-based Vectorless RAG notebook](https://github.com/VectifyAI/PageIndex/blob/main/cookbook/vision_RAG_pageindex.ipynb): no OCR; reasoning-native RAG pipeline that retrieves and reasons directly over page images. + +
+ + Open in Colab: Vectorless RAG + +    + + Open in Colab: Vision RAG + +
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