diff --git a/cookbook/pageindex_RAG_simple.ipynb b/cookbook/pageindex_RAG_simple.ipynb
index 8b7a247..fda6e67 100644
--- a/cookbook/pageindex_RAG_simple.ipynb
+++ b/cookbook/pageindex_RAG_simple.ipynb
@@ -551,7 +551,7 @@
         "\n",
         "## 🎯 What's Next\n",
         "\n",
-        "This notebook has demonstrated a basic, minimal example of **reasoning-based**, **vectorless** RAG with PageIndex. The workflow illustrates the core idea:\n",
+        "This notebook has demonstrated a basic, **minimal** example of **reasoning-based**, **vectorless** RAG with PageIndex. The workflow illustrates the core idea:\n",
         "> *Generating a hierarchical tree structure from a document, reasoning over that tree structure, and extracting relevant context, without relying on a vector database or top-k similarity search*.\n",
         "\n",
         "While this notebook highlights a minimal workflow, the PageIndex framework is built to support **far more advanced** use cases. In upcoming tutorials, we will introduce:\n",