diff --git a/10-Smart_Agent.ipynb b/10-Smart_Agent.ipynb
index 3b788bc4..2955f9d1 100644
--- a/10-Smart_Agent.ipynb
+++ b/10-Smart_Agent.ipynb
@@ -16,7 +16,7 @@
     "So far we have done the following on the prior Notebooks:\n",
     "\n",
     "- **Notebook 01**: We loaded the Azure Search Engine with enriched PDFs in index: \"cogsrch-index-files\"\n",
-    "- **Notebook 02**: We loaded more information to the Search Engine this time using a CSV file with 52k rows/articles in index: \"cogsrch-index-csv\"\n",
+    "- **Notebook 02**: We loaded more information to the Search Engine this time using a CSV file with 90k rows/articles in index: \"cogsrch-index-csv\"\n",
     "- **Notebook 03**: We added AzureOpenAI GPT models to enhance the the production of the answer by using Utility Chains of LLMs\n",
     "- **Notebook 04**: We loaded a vector-based index with large/complex PDFs information , \"cogsrch-index-books-vector\"\n",
     "- **Notebook 05**: We added memory to our system in order to power a conversational Chat Bot\n",
@@ -1268,7 +1268,7 @@
     "Great!, We just built the GPT Smart Search Engine!\n",
     "In this Notebook we created the brain, the decision making Agent that decides what Tool to use to answer the question from the user. This is what was necessary in order to have an smart chat bot.\n",
     "\n",
-    "We can have many tools to accomplish different tasks, including connecting to APIs, dealing with File Systems, and even using Humans as Tools. For more reference see [HERE](https://python.langchain.com/en/latest/modules/agents/tools.html)"
+    "We can have many tools to accomplish different tasks, including connecting to APIs, dealing with File Systems, and even using Humans as Tools. For more reference see [HERE](https://python.langchain.com/docs/integrations/tools/)"
    ]
   },
   {
@@ -1283,6 +1283,14 @@
     "1) A Bot API Backend\n",
     "2) A Frontend UI with a Search and Webchat interfaces"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c78744b9-c585-4a6b-aa73-72ef72c64bf8",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {