diff --git a/examples/multion/Autonomous_web_browsing.ipynb b/examples/multion/Autonomous_web_browsing.ipynb
index da0ea3bc..10c78d1d 100644
--- a/examples/multion/Autonomous_web_browsing.ipynb
+++ b/examples/multion/Autonomous_web_browsing.ipynb
@@ -22,9 +22,9 @@
    "outputs": [],
    "source": [
     "# Install dependencies\n",
-    "%pip install multion\n",
-    "%pip install agentops\n",
-    "%pip install openai"
+    "%pip install -U multion\n",
+    "%pip install -U agentops\n",
+    "%pip install -U openai"
    ]
   },
   {
@@ -202,7 +202,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/examples/multion/Sample_browsing_agent.ipynb b/examples/multion/Sample_browsing_agent.ipynb
index 454bddfb..ef964bff 100644
--- a/examples/multion/Sample_browsing_agent.ipynb
+++ b/examples/multion/Sample_browsing_agent.ipynb
@@ -22,9 +22,9 @@
    "outputs": [],
    "source": [
     "# Install dependencies\n",
-    "%pip install multion\n",
-    "%pip install agentops\n",
-    "%pip install openai"
+    "%pip install -U multion\n",
+    "%pip install -U agentops\n",
+    "%pip install -U openai"
    ]
   },
   {
@@ -163,7 +163,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/examples/multion/Step_by_step_web_browsing.ipynb b/examples/multion/Step_by_step_web_browsing.ipynb
index e0a8b7cf..652a867f 100644
--- a/examples/multion/Step_by_step_web_browsing.ipynb
+++ b/examples/multion/Step_by_step_web_browsing.ipynb
@@ -18,8 +18,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install multion\n",
-    "%pip install agentops"
+    "%pip install -U multion\n",
+    "%pip install -U agentops"
    ]
   },
   {
@@ -210,7 +210,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/examples/multion/Webpage_data_retrieval.ipynb b/examples/multion/Webpage_data_retrieval.ipynb
index 348788c7..352090aa 100644
--- a/examples/multion/Webpage_data_retrieval.ipynb
+++ b/examples/multion/Webpage_data_retrieval.ipynb
@@ -18,8 +18,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install multion\n",
-    "%pip install agentops"
+    "%pip install -U multion\n",
+    "%pip install -U agentops"
    ]
   },
   {
diff --git a/examples/multion/retrieve.ipynb b/examples/multion/retrieve.ipynb
deleted file mode 100644
index e69de29b..00000000