From 0e3abae384228661d11b6f3d616859bd859571fe Mon Sep 17 00:00:00 2001
From: Ray <mailtangyu@gmail.com>
Date: Wed, 5 Nov 2025 05:05:53 +0800
Subject: [PATCH] Update README.md

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 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
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@@ -60,8 +60,8 @@ PageIndex powers a reasoning-based RAG system that achieved [98.7% accuracy](htt
 
 ### 🧪 Quick Hands-on
 
-- Check out this simple [_**Vectorless RAG Notebook**_](https://github.com/VectifyAI/PageIndex/blob/main/cookbook/pageindex_RAG_simple.ipynb) — a *minimal*, hands-on, reasoning-based RAG pipeline using **PageIndex**.
-- Also experience the [*Vision-based Vectorless RAG*](https://github.com/VectifyAI/PageIndex/blob/main/cookbook/vision_RAG_pageindex.ipynb) — no OCR; minimal, reasoning-native RAG pipeline that works directly over page images.
+- Try the [_**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**.
+- Experiment with the [*Vision-based Vectorless RAG*](https://github.com/VectifyAI/PageIndex/blob/main/cookbook/vision_RAG_pageindex.ipynb) — no OCR; a minimal, reasoning-native RAG pipeline that works directly over page images.
 <p align="center">
   
 <a href="https://colab.research.google.com/github/VectifyAI/PageIndex/blob/main/cookbook/pageindex_RAG_simple.ipynb">