diff --git a/tutorials/36_Building_Fallbacks_with_Conditional_Routing.ipynb b/tutorials/36_Building_Fallbacks_with_Conditional_Routing.ipynb
index 1cdfc7f..c5711ce 100644
--- a/tutorials/36_Building_Fallbacks_with_Conditional_Routing.ipynb
+++ b/tutorials/36_Building_Fallbacks_with_Conditional_Routing.ipynb
@@ -156,15 +156,15 @@
     "documents = [\n",
     "    Document(\n",
     "        content=\"\"\"Munich, the vibrant capital of Bavaria in southern Germany, exudes a perfect blend of rich cultural\n",
-    "                                heritage and modern urban sophistication. Nestled along the banks of the Isar River, Munich is renowned\n",
-    "                                for its splendid architecture, including the iconic Neues Rathaus (New Town Hall) at Marienplatz and\n",
-    "                                the grandeur of Nymphenburg Palace. The city is a haven for art enthusiasts, with world-class museums like the\n",
-    "                                Alte Pinakothek housing masterpieces by renowned artists. Munich is also famous for its lively beer gardens, where\n",
-    "                                locals and tourists gather to enjoy the city's famed beers and traditional Bavarian cuisine. The city's annual\n",
-    "                                Oktoberfest celebration, the world's largest beer festival, attracts millions of visitors from around the globe.\n",
-    "                                Beyond its cultural and culinary delights, Munich offers picturesque parks like the English Garden, providing a\n",
-    "                                serene escape within the heart of the bustling metropolis. Visitors are charmed by Munich's warm hospitality,\n",
-    "                                making it a must-visit destination for travelers seeking a taste of both old-world charm and contemporary allure.\"\"\"\n",
+    "heritage and modern urban sophistication. Nestled along the banks of the Isar River, Munich is renowned\n",
+    "for its splendid architecture, including the iconic Neues Rathaus (New Town Hall) at Marienplatz and\n",
+    "the grandeur of Nymphenburg Palace. The city is a haven for art enthusiasts, with world-class museums like the\n",
+    "Alte Pinakothek housing masterpieces by renowned artists. Munich is also famous for its lively beer gardens, where\n",
+    "locals and tourists gather to enjoy the city's famed beers and traditional Bavarian cuisine. The city's annual\n",
+    "Oktoberfest celebration, the world's largest beer festival, attracts millions of visitors from around the globe.\n",
+    "Beyond its cultural and culinary delights, Munich offers picturesque parks like the English Garden, providing a\n",
+    "serene escape within the heart of the bustling metropolis. Visitors are charmed by Munich's warm hospitality,\n",
+    "making it a must-visit destination for travelers seeking a taste of both old-world charm and contemporary allure.\"\"\"\n",
     "    )\n",
     "]\n",
     "\n",
@@ -430,7 +430,7 @@
     }
    ],
    "source": [
-    "query = \"Where is Munich?\"\n",
+    "query = \"What region of Germany is Munich in?\"\n",
     "\n",
     "result = agentic_rag_pipe.run(\n",
     "    {\"retriever\": {\"query\": query}, \"prompt_builder\": {\"query\": query}, \"router\": {\"query\": query}}\n",
@@ -562,7 +562,7 @@
    "provenance": []
   },
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -576,9 +576,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.6"
+   "version": "3.12.11"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 4
 }