diff --git a/6-Box_agents_and_AI_APIs.ipynb b/6-Box_agents_and_AI_APIs.ipynb
index 9423e37..f3680dd 100644
--- a/6-Box_agents_and_AI_APIs.ipynb
+++ b/6-Box_agents_and_AI_APIs.ipynb
@@ -7,9 +7,9 @@
    "source": [
     "# Box Agents with Box AI\n",
     "\n",
-    "In this notebook, we will learn how to use the Enhanced Extract Agent with the Box AI API `/extract_structured` endpoint to extract information from a single file in Box. In the last example, we used a Box Metadata Template. In this example, we will define the fields we want directly inline in the API call itself. We will extract this data from a stock purchas agreement.\n",
+    "In this notebook, we will learn how to use the Enhanced Extract Agent with the Box AI API `/extract_structured` endpoint to extract information from a single file in Box. In the last example, we used a Box Metadata Template. In this example, we will define the fields we want directly inline in the API call itself. We will extract this data from a stock purchase agreement.\n",
     "\n",
-    "We will also show you how to call a Box AI Studio agent from the Box AI API `/ask` endpoint from a single file. For this, we will analyze a due dilligence document.\n",
+    "We will also show you how to call a Box AI Studio agent from the Box AI API `/ask` endpoint from a single file. For this, we will analyze a due diligence document.\n",
     "\n",
     "## Prequisites\n",
     "\n",
@@ -95,7 +95,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "File Name: Legal Due Dilligence Documents.docx,File ID: 1965333529583\n",
+      "File Name: Legal Due Diligence Documents.docx,File ID: 1965333529583\n",
       "File Name: STOCK PURCHASE AGREEMENT.docx,File ID: 1965327798264\n"
      ]
     }
@@ -255,7 +255,7 @@
     "    prompt,\n",
     "    [\n",
     "        AiItemAsk(\n",
-    "            id=file_ids[\"Legal Due Dilligence Documents.docx\"],\n",
+    "            id=file_ids[\"Legal Due Diligence Documents.docx\"],\n",
     "            type=AiItemAskTypeField.FILE,\n",
     "        )\n",
     "    ]\n",
@@ -339,7 +339,7 @@
     "    prompt,\n",
     "    [\n",
     "        AiItemAsk(\n",
-    "            id=file_ids[\"Legal Due Dilligence Documents.docx\"],\n",
+    "            id=file_ids[\"Legal Due Diligence Documents.docx\"],\n",
     "            type=AiItemAskTypeField.FILE,\n",
     "        )\n",
     "    ],\n",
@@ -563,7 +563,7 @@
     "        prompt,\n",
     "        [\n",
     "            AiItemAsk(\n",
-    "                id=file_ids[\"Legal Due Dilligence Documents.docx\"],\n",
+    "                id=file_ids[\"Legal Due Diligence Documents.docx\"],\n",
     "                type=AiItemAskTypeField.FILE,\n",
     "            )\n",
     "        ],\n",