Update Docugami Cookbook
diff --git a/cookbook/docugami_xml_kg_rag.ipynb b/cookbook/docugami_xml_kg_rag.ipynb
index 43383a47493f67..388c28534b30b4 100644
--- a/cookbook/docugami_xml_kg_rag.ipynb
+++ b/cookbook/docugami_xml_kg_rag.ipynb
@@ -63,7 +63,7 @@
     "1. Create an access token via the Developer Playground for your workspace. [Detailed instructions](https://help.docugami.com/home/docugami-api).\n",
     "1. Add your documents (PDF \\[scanned or digital\\], DOC or DOCX) to Docugami for processing. There are two ways to do this:\n",
     "    1. Use the simple Docugami web experience. [Detailed instructions](https://help.docugami.com/home/adding-documents).\n",
-    "    1. Use the [Docugami API](https://api-docs.docugami.com), specifically the [documents](https://api-docs.docugami.com/#tag/documents/operation/upload-document) endpoint. Code samples are available for [python](../upload_file/) and [JavaScript](../../js/upload-file/) or you can use the [docugami](https://pypi.org/project/docugami/) python library.\n",
+    "    1. Use the [Docugami API](https://api-docs.docugami.com), specifically the [documents](https://api-docs.docugami.com/#tag/documents/operation/upload-document) endpoint. You can also use the [docugami python library](https://pypi.org/project/docugami/) as a convenient wrapper.\n",
     "\n",
     "Once your documents are in Docugami, they are processed and organized into sets of similar documents, e.g. NDAs, Lease Agreements, and Service Agreements. Docugami is not limited to any particular types of documents, and the clusters created depend on your particular documents. You can [change the docset assignments](https://help.docugami.com/home/working-with-the-doc-sets-view) later if you wish. You can monitor file status in the simple Docugami webapp, or use a [webhook](https://api-docs.docugami.com/#tag/webhooks) to be informed when your documents are done processing.\n",
     "\n",
@@ -916,6 +916,20 @@
    "source": [
     "llama2_chain.invoke(\"What was the learning rate for LLaMA2?\")"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "94826165",
+   "metadata": {},
+   "source": [
+    "## Docugami KG-RAG Template\n",
+    "\n",
+    "Docugami also provides a [langchain template](https://github.com/docugami/langchain-template-docugami-kg-rag) that you can integrate into your langchain projects.\n",
+    "\n",
+    "Here's a walkthrough of how you can do this.\n",
+    "\n",
+    "[![Docugami KG-RAG Walkthrough](https://img.youtube.com/vi/xOHOmL1NFMg/0.jpg)](https://www.youtube.com/watch?v=xOHOmL1NFMg)\n"
+   ]
   }
  ],
  "metadata": {

**Description:** Update the information in the Docugami cookbook. Fix broken links and add information on our kg-rag template.