diff --git a/kitchen-aide/beeai_kitchen_aide.ipynb b/kitchen-aide/beeai_kitchen_aide.ipynb
index cbc0906..8083ab7 100644
--- a/kitchen-aide/beeai_kitchen_aide.ipynb
+++ b/kitchen-aide/beeai_kitchen_aide.ipynb
@@ -47,8 +47,8 @@
       "source": [
         "%pip install -Uqq arize-phoenix s3fs unstructured \"requests==2.32.4\"\\\n",
         " \"openinference-instrumentation-beeai==0.1.13\" \\\n",
-        " \"beeai-framework[duckduckgo,rag]\" \"fsspec==2025.3.0\" jedi \\\n",
-        " \"opentelemetry-api==1.37.0\" \"opentelemetry-sdk==1.37.0\" \"langgraph<=0.5.0\"\n",
+        " \"beeai-framework[duckduckgo,rag]==0.1.69\" \"fsspec==2025.3.0\" jedi \\\n",
+        " \"opentelemetry-api==1.37.0\" \"opentelemetry-sdk==1.37.0\" \"grpcio>=1.71.2\" \"langgraph<=0.5.0\"\n",
         "\n",
         "# The following wraps Notebook output\n",
         "from IPython.display import HTML, display\n",
@@ -558,7 +558,7 @@
         "\n",
         "#Print first 50 lines\n",
         "lines = content.splitlines()\n",
-        "for i in range(min(50, len(lines))):\n",
+        "for i in range(min(40, len(lines))):\n",
         "    print(lines[i])"
       ],
       "metadata": {
@@ -600,6 +600,8 @@
         "    for split in langchain_doc_splits\n",
         "]\n",
         "\n",
+        "print(documents[1])\n",
+        "\n",
         "# Create vector store and add documents\n",
         "vector_store = VectorStore.from_name(name=\"beeai:TemporalVectorStore\", embedding_model=embedding_model)\n",
         "await vector_store.add_documents(documents=documents)\n",
@@ -775,7 +777,7 @@
         "Change the execution settings and see what happens. Does your agent run out of iterations? Every task is different and its important to balance flexibility with control.\n",
         "\n",
         "Example Questions:\n",
-        "- Which of my recipes can I prepare with the items I have on hand?\n",
+        "- Which of my recipes can I make with the ingredients I have on hand?\n",
         "- What do I need to buy to make blueberry scones?\n",
         "- What breakfast recipes can I make with the items I have on hand?\n",
         "- What internet recipe can I prepare with the items I have on hand?\n",
diff --git a/kitchen-aide/kitchen-contents/fridge_contents.md b/kitchen-aide/kitchen-contents/fridge_contents.md
index ca13089..a682657 100644
--- a/kitchen-aide/kitchen-contents/fridge_contents.md
+++ b/kitchen-aide/kitchen-contents/fridge_contents.md
@@ -37,7 +37,7 @@
 **Expiration Date** None
 
 ## Food Item
-**Item** Parmesen Cheese
+**Item** Parmesan Cheese
 **Expiration Date** None
 
 ## Food Item