diff --git a/notebooks/Embed_Jobs_Serverless_Pinecone_Semantic_Search.ipynb b/notebooks/Embed_Jobs_Serverless_Pinecone_Semantic_Search.ipynb
index 4b855925..4a3ff53b 100644
--- a/notebooks/Embed_Jobs_Serverless_Pinecone_Semantic_Search.ipynb
+++ b/notebooks/Embed_Jobs_Serverless_Pinecone_Semantic_Search.ipynb
@@ -18,7 +18,7 @@
       "outputs": [],
       "source": [
         "# TODO: upgrade to \"cohere>5\"\n",
-        "! pip install \"cohere<5\" pinecone-client==3.0.0.dev3 -q"
+        "! pip install \"cohere<5\" \"pinecone-client>3.2.1\""
       ]
     },
     {
@@ -50,7 +50,10 @@
         "from pinecone import Pinecone\n",
         "\n",
         "co = cohere.Client('COHERE_API_KEY')\n",
-        "pc = Pinecone(api_key=('PINECONE_API_KEY'))"
+        "pc = Pinecone(\n",
+        "    api_key=\"PINECONE_API_KEY\", \n",
+        "    source_tag=\"cohere\"\n",
+        ")"
       ]
     },
     {
@@ -552,7 +555,8 @@
       "name": "python3"
     },
     "language_info": {
-      "name": "python"
+      "name": "python",
+      "version": "3.11.6"
     }
   },
   "nbformat": 4,