diff --git a/docs/tutorials/2-introduction.ipynb b/docs/tutorials/2-introduction.ipynb
index d2a95426..01d9af8e 100644
--- a/docs/tutorials/2-introduction.ipynb
+++ b/docs/tutorials/2-introduction.ipynb
@@ -103,7 +103,7 @@
     {
      "data": {
       "text/plain": [
-       "OutputReference(76f9fef1-e2c7-4ad7-b090-b9153866c582)"
+       "OutputReference(aa2a6b1a-4846-4154-94b9-4296b2a64e5d)"
       ]
      },
      "execution_count": 4,
@@ -153,18 +153,24 @@
    "source": [
     "## Creating Flows\n",
     "\n",
-    "A `Flow` is a collection of `Job`s or other `Flow` objects. Flows are the primary tool for defining workflows in jobflow. Let's create a Flow from the jobs we just made:\n"
+    "A `Flow` is a collection of `Job`s or other `Flow` objects. Flows are the primary tool for defining workflows in jobflow. Let's create a Flow from the jobs we just made. We will repeat the lines we used to create them here for clarity.\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 15,
    "id": "danish-indonesia",
    "metadata": {},
    "outputs": [],
    "source": [
     "from jobflow import Flow\n",
     "\n",
+    "time_github = time_website(\"https://www.github.com\")\n",
+    "time_google = time_website(\"https://www.google.com\")\n",
+    "time_nyt = time_website(\"https://www.nytimes.com\")\n",
+    "\n",
+    "sum_times = sum_numbers([time_github.output, time_google.output, time_nyt.output])\n",
+    "\n",
     "flow = Flow([time_github, time_google, time_nyt, sum_times])"
    ]
   },
@@ -186,9 +192,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
-       "<Figure size 864x576 with 1 Axes>"
+       "<Figure size 1200x800 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -327,16 +333,16 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2023-06-08 10:05:39,732 INFO Started executing jobs locally\n",
-      "2023-06-08 10:05:39,737 INFO Starting job - time_website (76f9fef1-e2c7-4ad7-b090-b9153866c582)\n",
-      "2023-06-08 10:05:40,126 INFO Finished job - time_website (76f9fef1-e2c7-4ad7-b090-b9153866c582)\n",
-      "2023-06-08 10:05:40,128 INFO Starting job - time_website (f658ee45-b6e8-4078-98fd-9ab33a0c5747)\n",
-      "2023-06-08 10:05:40,306 INFO Finished job - time_website (f658ee45-b6e8-4078-98fd-9ab33a0c5747)\n",
-      "2023-06-08 10:05:40,307 INFO Starting job - time_website (3cd950be-b7f6-4991-84a2-420593dbe75c)\n",
-      "2023-06-08 10:05:40,792 INFO Finished job - time_website (3cd950be-b7f6-4991-84a2-420593dbe75c)\n",
-      "2023-06-08 10:05:40,793 INFO Starting job - sum_numbers (11b7679d-9d07-45b0-8c7b-f0bf42527ef0)\n",
-      "2023-06-08 10:05:40,798 INFO Finished job - sum_numbers (11b7679d-9d07-45b0-8c7b-f0bf42527ef0)\n",
-      "2023-06-08 10:05:40,799 INFO Finished executing jobs locally\n"
+      "2023-12-08 11:15:18,266 INFO Started executing jobs locally\n",
+      "2023-12-08 11:15:18,270 INFO Starting job - time_website (f7831f60-617e-490d-8854-ef3e25a78504)\n",
+      "2023-12-08 11:15:18,873 INFO Finished job - time_website (f7831f60-617e-490d-8854-ef3e25a78504)\n",
+      "2023-12-08 11:15:18,875 INFO Starting job - time_website (993990cd-872e-4c8f-823b-ac4eea8756c6)\n",
+      "2023-12-08 11:15:19,300 INFO Finished job - time_website (993990cd-872e-4c8f-823b-ac4eea8756c6)\n",
+      "2023-12-08 11:15:19,304 INFO Starting job - time_website (3c2d3abd-be33-4857-9943-6526bfb05804)\n",
+      "2023-12-08 11:15:19,774 INFO Finished job - time_website (3c2d3abd-be33-4857-9943-6526bfb05804)\n",
+      "2023-12-08 11:15:19,777 INFO Starting job - sum_numbers (2be44e87-0918-481f-ae77-7a5931074e1e)\n",
+      "2023-12-08 11:15:19,783 INFO Finished job - sum_numbers (2be44e87-0918-481f-ae77-7a5931074e1e)\n",
+      "2023-12-08 11:15:19,785 INFO Finished executing jobs locally\n"
      ]
     }
    ],
@@ -404,10 +410,10 @@
     {
      "data": {
       "text/plain": [
-       "{'76f9fef1-e2c7-4ad7-b090-b9153866c582': {1: Response(output=0.07634975000000033, detour=None, addition=None, replace=None, stored_data=None, stop_children=False, stop_jobflow=False)},\n",
-       " 'f658ee45-b6e8-4078-98fd-9ab33a0c5747': {1: Response(output=0.0056510840000001394, detour=None, addition=None, replace=None, stored_data=None, stop_children=False, stop_jobflow=False)},\n",
-       " '3cd950be-b7f6-4991-84a2-420593dbe75c': {1: Response(output=0.15688537499999988, detour=None, addition=None, replace=None, stored_data=None, stop_children=False, stop_jobflow=False)},\n",
-       " '11b7679d-9d07-45b0-8c7b-f0bf42527ef0': {1: Response(output=0.23888620900000035, detour=None, addition=None, replace=None, stored_data=None, stop_children=False, stop_jobflow=False)}}"
+       "{'f7831f60-617e-490d-8854-ef3e25a78504': {1: Response(output=0.20485366717912257, detour=None, addition=None, replace=None, stored_data=None, stop_children=False, stop_jobflow=False)},\n",
+       " '993990cd-872e-4c8f-823b-ac4eea8756c6': {1: Response(output=0.06472958298400044, detour=None, addition=None, replace=None, stored_data=None, stop_children=False, stop_jobflow=False)},\n",
+       " '3c2d3abd-be33-4857-9943-6526bfb05804': {1: Response(output=0.18873387505300343, detour=None, addition=None, replace=None, stored_data=None, stop_children=False, stop_jobflow=False)},\n",
+       " '2be44e87-0918-481f-ae77-7a5931074e1e': {1: Response(output=0.45831712521612644, detour=None, addition=None, replace=None, stored_data=None, stop_children=False, stop_jobflow=False)}}"
       ]
      },
      "execution_count": 11,
@@ -441,7 +447,7 @@
     {
      "data": {
       "text/plain": [
-       "0.07634975000000033"
+       "0.20485366717912257"
       ]
      },
      "execution_count": 12,
@@ -477,7 +483,7 @@
     {
      "data": {
       "text/plain": [
-       "0.07634975000000033"
+       "0.20485366717912257"
       ]
      },
      "execution_count": 13,
@@ -502,9 +508,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "atomate2",
+   "display_name": "jobflow-dev",
    "language": "python",
-   "name": "atomate2"
+   "name": "jobflow-dev"
   },
   "language_info": {
    "codemirror_mode": {
@@ -516,7 +522,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.6"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,