diff --git a/examples/recording-events.ipynb b/examples/recording-events.ipynb
index 7d0cc30a..9c766b58 100644
--- a/examples/recording-events.ipynb
+++ b/examples/recording-events.ipynb
@@ -21,11 +21,12 @@
    },
    "outputs": [],
    "source": [
+    "import agentops\n",
     "# Create new session\n",
-    "agentops.start_session()\n",
+    "agentops.init()\n",
     "\n",
     "# Optionally, we can add tags to the session\n",
-    "# agentops.start_session(['Hello Tracker'])"
+    "# agentops.init(tags=['Hello Tracker'])"
    ]
   },
   {
@@ -138,42 +139,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "eb23c1325298e22f",
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "🖇 AgentOps: Could not post data - {'message': '/events: Error posting event: Error inserting to table=\\'tools\\'. Postgres: json[\\'code\\']=\\'23505\\'. json[\\'message\\']=\\'duplicate key value violates unique constraint \"tools_pkey\"\\''}\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🖇 AgentOps: This run cost $0.00\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from agentops import ToolEvent, record, ErrorEvent\n",
-    "import agentops\n",
-    "\n",
-    "agentops.init()\n",
     "\n",
     "def scrape_website(url: str):\n",
     "    tool_event = ToolEvent(name='scrape_website', params={'url':url}) # the start timestamp is set when the obj is created\n",
+    "\n",
     "    try:\n",
-    "        1 / 0\n",
+    "        1 / 0 # Ooops! Something went wrong\n",
     "    except Exception as e:\n",
     "        record(ErrorEvent(exception=e, trigger_event=tool_event))\n",
-    "    record(tool_event)\n",
     "\n",
-    "scrape_website('https://app.agentops.ai')    \n",
+    "scrape_website('https://app.agentops.ai') \n",
     "\n",
     "agentops.end_session('Success')"
    ]