diff --git a/examples/autogen/agentchat_agentops.ipynb b/examples/autogen/agentchat_agentops.ipynb
index b4dc2134c..fe65c3838 100644
--- a/examples/autogen/agentchat_agentops.ipynb
+++ b/examples/autogen/agentchat_agentops.ipynb
@@ -15,7 +15,7 @@
    "id": "a447802c88c8a240",
    "metadata": {},
    "source": [
-    "<img src=\"https://github.com/AgentOps-AI/agentops/blob/main/docs/images/external/logo/banner-badge.png?raw=true\"/>\n",
+    "<img src=\"https://github.com/AgentOps-AI/agentops/blob/main/docs/images/external/logo/banner-badge.png?raw=true\" width=\"25%\"/>\n",
     "\n",
     "[AgentOps](https://agentops.ai/?=autogen) provides session replays, metrics, and monitoring for AI agents.\n",
     "\n",
@@ -28,10 +28,10 @@
    "metadata": {},
    "source": [
     "### Overview Dashboard\n",
-    "<img src=\"https://raw.githubusercontent.com/AgentOps-AI/agentops/main/docs/images/external/app_screenshots/overview.gif\"/>\n",
+    "<img src=\"https://raw.githubusercontent.com/AgentOps-AI/agentops/main/docs/images/external/app_screenshots/overview.gif\"  width=\"25%\"/>\n",
     "\n",
     "### Session Replays\n",
-    "<img src=\"https://raw.githubusercontent.com/AgentOps-AI/agentops/main/docs/images/external/app_screenshots/drilldown.gif\"/>"
+    "<img src=\"https://raw.githubusercontent.com/AgentOps-AI/agentops/main/docs/images/external/app_screenshots/drilldown.gif\"  width=\"25%\"/>"
    ]
   },
   {
@@ -80,7 +80,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from autogen import ConversableAgent, UserProxyAgent, config_list_from_json\n",
+    "from autogen import ConversableAgent, UserProxyAgent\n",
+    "from typing import Annotated, Literal\n",
+    "from autogen import ConversableAgent, register_function\n",
     "import agentops\n",
     "import os\n",
     "from os import environ\n",
@@ -193,16 +195,6 @@
     "agentops.end_session(\"Success\")"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "2217ed0f930cfcaa",
-   "metadata": {},
-   "source": [
-    "You can view data on this run at [app.agentops.ai](https://app.agentops.ai). \n",
-    "\n",
-    "The dashboard will display LLM events for each message sent by each agent, including those made by the human user."
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "cbd689b0f5617013",
@@ -234,15 +226,8 @@
    },
    "outputs": [],
    "source": [
-    "from typing import Annotated, Literal\n",
-    "\n",
-    "from autogen import ConversableAgent, config_list_from_json, register_function\n",
-    "\n",
-    "agentops.start_session(tags=[\"autogen-tool-example\"])\n",
-    "\n",
     "Operator = Literal[\"+\", \"-\", \"*\", \"/\"]\n",
     "\n",
-    "\n",
     "def calculator(a: int, b: int, operator: Annotated[Operator, \"operator\"]) -> int:\n",
     "    if operator == \"+\":\n",
     "        return a + b\n",
@@ -256,7 +241,9 @@
     "        raise ValueError(\"Invalid operator\")\n",
     "\n",
     "\n",
-    "config_list = config_list_from_json(env_or_file=\"OAI_CONFIG_LIST\")\n",
+    "config_list = [\n",
+    "    {\"model\": \"gpt-4-turbo\", \"api_key\": OPENAI_API_KEY, \"tags\": [\"gpt-4\", \"tool\"]}\n",
+    "]\n",
     "\n",
     "# Create the agent that uses the LLM.\n",
     "assistant = ConversableAgent(\n",