Update

August-08-2024/walkthrough.ipynb

@@ -116,7 +116,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A [GitHub Actions](https://docs.github.com/en/actions) workflow is defined as a YAML file and can be created to build a container when changes are made to a repository. This job can be run on GitHub-provided machines, called runners, or self-hosted runners that can be run on a users machine or a central compute system like the CISL On-premise Cloud Pilot. YAML files define each workflow and are stored at the repository's base in a directory named `.github/workflows/`. On the left side bar in github.dev add a new folder named .github to the repository base by either right-clicking and selecting New Folder or clicking the new folder icon at the top of the sidebar. Inside the new .github folder add a new folder named workflows. This new location will be where we define how to run specific GitHub Actions. "
+    "A [GitHub Actions](https://docs.github.com/en/actions) workflow is defined as a YAML file and can be created to build a container when changes are made to a repository. This job can be run on GitHub-provided machines, called runners, or self-hosted runners that can be run on a users machine or a central computing system like the CISL On-premise Cloud Pilot. YAML files define each workflow and are stored at the repository's base in a directory named `.github/workflows/`. The workflow files can run scripts, basic commands, install additional software, and call jobs that are built and maintained by the GitHub Actions user community. The workflow we will define uses jobs that check out the repository and build & push the image without having to write out the full commands.  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On the left side bar in github.dev add a new folder named .github to the repository base by either right-clicking and selecting New Folder or clicking the new folder icon at the top of the sidebar. Inside the new .github folder add a new folder named workflows. This new location will be where we define how to run specific GitHub Actions. "
    ]
   },
   {