diff --git a/recipes/quickstart/agents/Agents_101/Tool_Calling_101.ipynb b/recipes/quickstart/agents/Agents_101/Tool_Calling_101.ipynb
index 11806f9e260e23e2e1622f0592d119aec8f538a0..7641f9df4be3eddd15119e8035ac5c91fcf41d1d 100644
--- a/recipes/quickstart/agents/Agents_101/Tool_Calling_101.ipynb
+++ b/recipes/quickstart/agents/Agents_101/Tool_Calling_101.ipynb
@@ -6,7 +6,7 @@
    "source": [
     "# Tool Calling 101:\n",
     "\n",
-    "Note: If you are looking for `3.2` Featherlight Model (1B and 3B) instructions, please scroll to the bottom\n",
+    "Note: If you are looking for `3.2` Featherlight Model (1B and 3B) instructions, please see the respective notebook, this one covers 3.1 models\n",
     "\n",
     "This is part (1/2) in the tool calling series, this notebook will cover the basics of what tool calling is and how to perform it with `Llama 3.1 models`\n",
     "\n",
@@ -544,10 +544,10 @@
     "fn_name = re.search(r'<\\|python_tag\\|>(\\w+)\\.', output).group(1)\n",
     "\n",
     "# Extract the method\n",
-    "fn_call_method = re.search(r'\\.(\\w+)\\(', string).group(1)\n",
+    "fn_call_method = re.search(r'\\.(\\w+)\\(', output).group(1)\n",
     "\n",
     "# Extract the arguments\n",
-    "fn_call_args = re.search(r'=\\s*([^)]+)', string).group(1)\n",
+    "fn_call_args = re.search(r'=\\s*([^)]+)', output).group(1)\n",
     "\n",
     "print(f\"Function name: {fn_name}\")\n",
     "print(f\"Method: {fn_call_method}\")\n",
diff --git a/recipes/quickstart/agents/README.md b/recipes/quickstart/agents/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..9b4bd1d596d8595bd9ee94270ca56a88b6640f87
--- /dev/null
+++ b/recipes/quickstart/agents/README.md
@@ -0,0 +1 @@
+## Agents and Tool Calling
\ No newline at end of file