diff --git a/docs/00-introduction.ipynb b/docs/00-introduction.ipynb
index f75774ebb2c65721cfca4679079c782639dc0f71..9c68cd0c90b9790098f3510fee64222a8e52252a 100644
--- a/docs/00-introduction.ipynb
+++ b/docs/00-introduction.ipynb
@@ -51,7 +51,7 @@
     }
    ],
    "source": [
-    "!pip install -qU semantic-router==0.0.29"
+    "!pip install -qU semantic-router==0.0.35"
    ]
   },
   {
@@ -63,18 +63,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Users\\Siraj\\Documents\\Personal\\Work\\Aurelio\\Virtual Environments\\semantic_layer\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
-      "  from .autonotebook import tqdm as notebook_tqdm\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from semantic_router import Route\n",
     "\n",
@@ -100,7 +91,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -127,7 +118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -155,14 +146,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\u001b[32m2024-04-02 22:45:21 INFO semantic_router.utils.logger Initializing RouteLayer\u001b[0m\n"
+      "\u001b[32m2024-04-19 18:34:06 INFO semantic_router.utils.logger local\u001b[0m\n"
      ]
     }
    ],
@@ -181,16 +172,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "RouteChoice(name='politics', function_call=None, similarity_score=None, trigger=None)"
+       "RouteChoice(name='politics', function_call=None, similarity_score=None)"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -201,16 +192,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "RouteChoice(name='chitchat', function_call=None, similarity_score=None, trigger=None)"
+       "RouteChoice(name='chitchat', function_call=None, similarity_score=None)"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -228,16 +219,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "RouteChoice(name=None, function_call=None, similarity_score=None, trigger=None)"
+       "RouteChoice(name=None, function_call=None, similarity_score=None)"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -255,17 +246,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[RouteChoice(name='politics', function_call=None, similarity_score=0.8596186767854479, trigger=None),\n",
-       " RouteChoice(name='chitchat', function_call=None, similarity_score=0.8356239688161818, trigger=None)]"
+       "[RouteChoice(name='politics', function_call=None, similarity_score=0.8596186767854487),\n",
+       " RouteChoice(name='chitchat', function_call=None, similarity_score=0.8356239688161808)]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -273,6 +264,33 @@
    "source": [
     "rl.retrieve_multiple_routes(\"Hi! How are you doing in politics??\")"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rl.retrieve_multiple_routes(\"I'm interested in learning about llama 2\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -291,7 +309,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.12.2"
   }
  },
  "nbformat": 4,