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-### 🚨 New Releases:
-- 📖 [**PageIndex Chat**](https://chat.pageindex.ai): World's first human-like document analyst agent, designed for professional long documents.
+#### 🚨 New Releases:
+- 📖 [**PageIndex Chat**](https://chat.pageindex.ai): The first human-like document analyst agent, designed for professional long documents.
 - 🔌 [**PageIndex MCP**](https://pageindex.ai/mcp): Bring PageIndex into Claude, Cursor, or any MCP-enabled agent. Chat with long PDFs the reasoning-based, human-like way.
 
-### 📢 Recent Updates
+#### 📢 Recent Updates
 
-#### Articles:
-* 🧩 [**"PageIndex: Next-Gen Vectorless, Reasoning-based RAG"**](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*.
+**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*.
 
-#### 🧪 **Cookbooks:**
+**🧪 Cookbooks:**
 * [**Vectorless RAG**](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](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.