From ae07fba7c3c9bd8cf0f9274d69fddc489d14681c Mon Sep 17 00:00:00 2001
From: Ray <mailtangyu@gmail.com>
Date: Fri, 22 Aug 2025 03:07:12 +0800
Subject: [PATCH] fix notebook

---
 cookbook/pageindex_RAG_simple.ipynb | 16 +++++++++++++---
 1 file changed, 13 insertions(+), 3 deletions(-)

diff --git a/cookbook/pageindex_RAG_simple.ipynb b/cookbook/pageindex_RAG_simple.ipynb
index 42ebeaa..4a05f88 100644
--- a/cookbook/pageindex_RAG_simple.ipynb
+++ b/cookbook/pageindex_RAG_simple.ipynb
@@ -45,8 +45,13 @@
         "- **No Vectors Needed**: Uses document structure and LLM reasoning for retrieval.\n",
         "- **No Chunking Needed**: Documents are organized into natural sections rather than artificial chunks.\n",
         "- **Human-like Retrieval**: Simulates how human experts navigate and extract knowledge from complex documents. \n",
-        "- **Transparent Retrieval Process**: Retrieval based on reasoning — say goodbye to approximate semantic search (\"vibe retrieval\").\n",
-        "\n",
+        "- **Transparent Retrieval Process**: Retrieval based on reasoning — say goodbye to approximate semantic search (\"vibe retrieval\")."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
         "## 📝 Notebook Overview\n",
         "\n",
         "This notebook demonstrates a simple example of **vectorless RAG** with PageIndex through the following steps:\n",
@@ -56,9 +61,14 @@
         "\n",
         "The figure below shows an overview of the workflow:\n",
         "\n",
-        "<img src=\"https://pageindex.ai/static/images/vectorless_workflow.jpg\" width=\"70%\">"
+        "<img src=\"https://pageindex.ai/static/images/vectorless_rag_workflow.png\" width=\"70%\">"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": []
+    },
     {
       "cell_type": "markdown",
       "metadata": {