From b84b3df599f92a4df0350cfa179858e1ed0de84a Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Thu, 12 Sep 2024 05:35:46 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : a98af7c6ff7a4ab6a285e57df7aa54ddf78ff1c0
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-09-12 05:35:27 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : e87436ea2f33a07bcf6b8df689c4242e0c0ababc
Branch  : main
Author  : Jeremy Cohen <jcohen02@users.noreply.github.com>
Time    : 2024-08-16 09:01:46 +0000
Message : Merge pull request #246 from aturner-epcc/aturner-epcc/remove-jekyll

Removes defunct Jekyll example. Closes #245. Closes #216
---
 06-containers-on-the-cloud.html            |  14 +-
 08-orchestration.html                      |  14 +-
 404.html                                   |  14 +-
 CODE_OF_CONDUCT.html                       |  14 +-
 LICENSE.html                               |  14 +-
 about.html                                 |  14 +-
 advanced-containers.html                   | 188 +++++++-----
 aio.html                                   | 314 ++++++++++++--------
 config.yaml                                |   2 +-
 creating-container-images.html             |  34 +--
 discuss.html                               |  14 +-
 docker-hub.html                            |  22 +-
 docker-image-examples.html                 |  42 +--
 e01-github-actions.html                    |  14 +-
 fig/containers-cookie-cutter.png           | Bin 0 -> 412593 bytes
 images.html                                |  19 +-
 index.html                                 |  39 ++-
 instructor-notes.html                      |  38 +--
 instructor/06-containers-on-the-cloud.html |  18 +-
 instructor/08-orchestration.html           |  18 +-
 instructor/404.html                        |  14 +-
 instructor/CODE_OF_CONDUCT.html            |  18 +-
 instructor/LICENSE.html                    |  18 +-
 instructor/about.html                      |  18 +-
 instructor/advanced-containers.html        | 192 +++++++-----
 instructor/aio.html                        | 324 ++++++++++++---------
 instructor/creating-container-images.html  |  38 +--
 instructor/discuss.html                    |  18 +-
 instructor/docker-hub.html                 |  26 +-
 instructor/docker-image-examples.html      |  48 ++-
 instructor/e01-github-actions.html         |  18 +-
 instructor/images.html                     |  21 +-
 instructor/index.html                      |  65 +++--
 instructor/instructor-notes.html           |  40 +--
 instructor/introduction.html               |  50 ++--
 instructor/key-points.html                 |  16 +-
 instructor/managing-containers.html        |  24 +-
 instructor/meet-docker.html                |  30 +-
 instructor/profiles.html                   | 122 +++++++-
 instructor/reference.html                  |  30 +-
 instructor/reproduciblity.html             |  81 ++++--
 instructor/running-containers.html         |  24 +-
 introduction.html                          |  44 +--
 key-points.html                            |  14 +-
 managing-containers.html                   |  20 +-
 md5sum.txt                                 |  23 +-
 meet-docker.html                           |  24 +-
 pkgdown.yml                                |   2 +-
 profiles.html                              | 118 +++++++-
 reference.html                             |  26 +-
 reproduciblity.html                        |  75 +++--
 running-containers.html                    |  20 +-
 52 files changed, 1471 insertions(+), 976 deletions(-)
 create mode 100644 fig/containers-cookie-cutter.png

diff --git a/06-containers-on-the-cloud.html b/06-containers-on-the-cloud.html
index 1cd1237ac..bd2c12121 100644
--- a/06-containers-on-the-cloud.html
+++ b/06-containers-on-the-cloud.html
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Creating Containers on the Cloud</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/06-containers-on-the-cloud.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/06-containers-on-the-cloud.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -504,12 +504,12 @@ <h3 id="edit-your-repositorys-bitbucket-pipelines-yml-file-through-the-web">Edit
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/06-containers-on-the-cloud.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/06-containers-on-the-cloud.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -537,9 +537,9 @@ <h3 id="edit-your-repositorys-bitbucket-pipelines-yml-file-through-the-web">Edit
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/06-containers-on-the-cloud.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/06-containers-on-the-cloud.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/08-orchestration.html b/08-orchestration.html
index 6c38f4b92..e5de41cef 100644
--- a/08-orchestration.html
+++ b/08-orchestration.html
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Container Orchestration</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/08-orchestration.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/08-orchestration.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -435,12 +435,12 @@ <h3 class="callout-title">The Wild West</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/08-orchestration.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/08-orchestration.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -468,9 +468,9 @@ <h3 class="callout-title">The Wild West</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/08-orchestration.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/08-orchestration.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index 0f33aab6a..2eba4ed91 100644
--- a/404.html
+++ b/404.html
@@ -373,12 +373,12 @@ <h1>Page not found</h1>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -406,9 +406,9 @@ <h1>Page not found</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/404.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/404.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-09-10",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index f27085e89..fd0431ff2 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Contributor Code of Conduct</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -387,12 +387,12 @@ <h1>Contributor Code of Conduct</h1>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -420,9 +420,9 @@ <h1>Contributor Code of Conduct</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/CODE_OF_CONDUCT.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/CODE_OF_CONDUCT.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 1bb0753a0..8e31f71f7 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Licenses</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -435,12 +435,12 @@ <h1>Licenses</h1>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/LICENSE.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/LICENSE.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -468,9 +468,9 @@ <h1>Licenses</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/LICENSE.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/LICENSE.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/about.html b/about.html
index a62897a95..b8340dacd 100644
--- a/about.html
+++ b/about.html
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>About</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/about.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/about.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -380,12 +380,12 @@ <h1>About</h1>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/about.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/about.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -413,9 +413,9 @@ <h1>About</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/about.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/about.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/advanced-containers.html b/advanced-containers.html
index 65c0d19c6..03bfa00d9 100644
--- a/advanced-containers.html
+++ b/advanced-containers.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 56%" class="percentage">
-    56%
+<aside class="col-md-12 lesson-progress"><div style="width: 55%" class="percentage">
+    55%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 56%" aria-valuenow="56" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 55%" aria-valuenow="55" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -356,9 +356,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Creating More Complex Container Images</h1>
-        <p>Last updated on 2024-06-18 |
+        <p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/advanced-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/advanced-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -375,7 +375,10 @@ <h2 class="card-header">Overview</h2>
 <div class="card-body">
 <div class="inner">
 <h3 class="card-title">Questions</h3>
-<ul><li>How can I make more complex container images?</li>
+<ul><li><p>How can I add local files (e.g. data files) into container images
+at build time?</p></li>
+<li><p>How can I access files stored on the host system from within a
+running Docker container?</p></li>
 </ul></div>
 </div>
 </div>
@@ -417,23 +420,60 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 called <code>sum.py</code>. Let’s say we wanted to try running the
 script using a container based on our recently created
 <code>alpine-python</code> container image.</p>
-<div id="running-containers" class="callout discussion">
+<div id="running-containers" class="callout challenge">
 <div class="callout-square">
-<i class="callout-icon" data-feather="message-circle"></i>
+<i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="running-containers" class="callout-inner">
 <h3 class="callout-title">Running containers</h3>
 <div class="callout-content">
-<p>What command would we use to run Python from the
+<p>Question: What command would we use to run Python from the
 <code>alpine-python</code> container?</p>
 </div>
 </div>
 </div>
-<p>If we try running the container and Python script, what happens?</p>
+<div id="accordionSolution1" class="accordion challenge-accordion accordion-flush">
+<div class="accordion-item">
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
+  <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
+</button>
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div class="accordion-body">
+<p>We can run a container from the alpine-python container image
+using:</p>
 <div class="codewrapper sourceCode" id="cb2">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">$</span> docker container run alice/alpine-python python3 sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">$</span> docker container run alice/alpine-python</span></code></pre>
+</div>
+<p>What happens? Since the <code>Dockerfile</code> that we built this
+container image from had a <code>CMD</code> entry that specified
+<code>["python3", "--version"]</code>, running the above command simply
+starts a container from the image, runs the
+<code>python3 --version</code> command and exits. You should have seen
+the installed version of Python printed to the terminal.</p>
+<p>Instead, if we want to run an interactive Python terminal, we can use
+<code>docker container run</code> to override the default run command
+embedded within the container image. So we could run:</p>
+<div class="codewrapper sourceCode" id="cb3">
+<h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alice/alpine-python python3</span></code></pre>
+</div>
+<p>The <code>-it</code> tells Docker to set up and interactive terminal
+connection to the running container, and then we’re telling Docker to
+run the <code>python3</code> command inside the container which gives us
+an interactive Python interpreter prompt. <em>(type <code>exit()</code>
+to exit!)</em></p>
+</div>
+</div>
+</div>
+</div>
+<p>If we try running the container and Python script, what happens?</p>
+<div class="codewrapper sourceCode" id="cb4">
+<h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="ex">$</span> docker container run alice/alpine-python python3 sum.py</span></code></pre>
 </div>
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -447,8 +487,10 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <div id="no-such-file-or-directory" class="callout-inner">
 <h3 class="callout-title">No such file or directory</h3>
 <div class="callout-content">
-<p>What does the error message mean? Why might the Python inside the
-container not be able to find or open our script?</p>
+<p>Question: What does the error message mean? Why might the Python
+inside the container not be able to find or open our script?</p>
+<p>This question is here for you to think about - we explore the answer
+to this question in the content below.</p>
 </div>
 </div>
 </div>
@@ -488,10 +530,10 @@ <h3 class="callout-title">Types of mounts</h3>
 </div>
 </div>
 <p>Let’s try running the command now:</p>
-<div class="codewrapper sourceCode" id="cb4">
+<div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 sum.py</span></code></pre>
 </div>
 <p>But we get the same error!</p>
 <div class="codewrapper">
@@ -504,10 +546,10 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 It’s in the directory that’s been mapped to <code>/temp</code> – so we
 need to include that in the path to the script. This command should give
 us what we need:</p>
-<div class="codewrapper sourceCode" id="cb6">
+<div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 /temp/sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb8-1"><a href="#cb8-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 /temp/sum.py</span></code></pre>
 </div>
 <p>Note that if we create any files in the <code>/temp</code> directory
 while the container is running, these files will appear on our host
@@ -553,12 +595,12 @@ <h3 class="callout-title">Exercise: Explore the script</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution1" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution2" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
-  <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
+  <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>This script comes from <a href="https://wiki.python.org/moin/SimplePrograms" class="external-link">the Python Wiki</a>
 and is set to add all numbers that are passed to it as arguments.</p>
@@ -579,12 +621,12 @@ <h3 class="callout-title">Exercise: Checking the options</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution2" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution3" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
-  <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
+  <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>Here’s a breakdown of each piece of the command above</p>
 <ul><li>
@@ -620,27 +662,27 @@ <h3 class="callout-title">Exercise: Interactive jobs</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution3" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution4" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
-  <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
+  <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>The docker command to run the container interactively is:</p>
-<div class="codewrapper sourceCode" id="cb8">
+<div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb8-1"><a href="#cb8-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp <span class="at">-it</span> alice/alpine-python sh</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp <span class="at">-it</span> alice/alpine-python sh</span></code></pre>
 </div>
 <p>Once inside, you should be able to navigate to the <code>/temp</code>
 folder and see that’s contents are the same as the files on your host
 computer:</p>
-<div class="codewrapper sourceCode" id="cb9">
+<div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="ex">/#</span> cd /temp</span>
-<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a><span class="ex">/#</span> ls</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="ex">/#</span> cd /temp</span>
+<span id="cb11-2"><a href="#cb11-2" tabindex="-1"></a><span class="ex">/#</span> ls</span></code></pre>
 </div>
 </div>
 </div>
@@ -659,15 +701,15 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 script and want to add it to the container image itself.</p>
 <p>In your shell, you should still be in the <code>sum</code> folder in
 the <code>docker-intro</code> folder.</p>
-<div class="codewrapper sourceCode" id="cb10">
+<div class="codewrapper sourceCode" id="cb12">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="ex">$</span> pwd</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="ex">$</span> pwd</span></code></pre>
 </div>
-<div class="codewrapper sourceCode" id="cb11">
+<div class="codewrapper sourceCode" id="cb13">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="ex">$</span> /Users/yourname/Desktop/docker-intro/sum</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">$</span> /Users/yourname/Desktop/docker-intro/sum</span></code></pre>
 </div>
 <p>Let’s add a new line to the <code>Dockerfile</code> we’ve been using
 so far to create a copy of <code>sum.py</code>. We can do so by using
@@ -676,10 +718,10 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <p>This line will cause Docker to copy the file from your computer into
 the container’s filesystem. Let’s build the container image like before,
 but give it a different name:</p>
-<div class="codewrapper sourceCode" id="cb13">
+<div class="codewrapper sourceCode" id="cb15">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alice/alpine-sum .</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alice/alpine-sum .</span></code></pre>
 </div>
 <div id="the-importance-of-command-order-in-a-dockerfile" class="callout">
 <div class="callout-square">
@@ -719,25 +761,25 @@ <h3 class="callout-title">Exercise: Did it work?</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution4" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution5" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
-  <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
+  <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>You can start the container interactively like so:</p>
-<div class="codewrapper sourceCode" id="cb14">
+<div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb14-1"><a href="#cb14-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alice/alpine-sum sh</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alice/alpine-sum sh</span></code></pre>
 </div>
 <p>You should be able to run the python command inside the container
 like this:</p>
-<div class="codewrapper sourceCode" id="cb15">
+<div class="codewrapper sourceCode" id="cb17">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="ex">/#</span> python3 /home/sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb17-1"><a href="#cb17-1" tabindex="-1"></a><span class="ex">/#</span> python3 /home/sum.py</span></code></pre>
 </div>
 </div>
 </div>
@@ -804,19 +846,19 @@ <h3 id="make-the-sum-py-script-run-automatically">Make the <code>sum.py</code> s
 # Run the sum.py script as the default command
 CMD ["python3", "/home/sum.py"]</code></pre>
 <p>Build and test it:</p>
-<div class="codewrapper sourceCode" id="cb19">
+<div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v1 .</span>
-<span id="cb19-2"><a href="#cb19-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v1</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb21-1"><a href="#cb21-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v1 .</span>
+<span id="cb21-2"><a href="#cb21-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v1</span></code></pre>
 </div>
 <p>You’ll notice that you can run the container without arguments just
 fine, resulting in <code>sum = 0</code>, but this is boring. Supplying
 arguments however doesn’t work:</p>
-<div class="codewrapper sourceCode" id="cb20">
+<div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb20-1"><a href="#cb20-1" tabindex="-1"></a><span class="ex">docker</span> container run alpine-sum:v1 10 11 12</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb22-1"><a href="#cb22-1" tabindex="-1"></a><span class="ex">docker</span> container run alpine-sum:v1 10 11 12</span></code></pre>
 </div>
 <p>results in</p>
 <div class="codewrapper">
@@ -846,14 +888,14 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 # the command-line
 CMD ["10", "11"]</code></pre>
 <p>Build and test it:</p>
-<div class="codewrapper sourceCode" id="cb23">
+<div class="codewrapper sourceCode" id="cb25">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb23-1"><a href="#cb23-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v2 .</span>
-<span id="cb23-2"><a href="#cb23-2" tabindex="-1"></a><span class="co"># Most of the time you are interested in the sum of 10 and 11:</span></span>
-<span id="cb23-3"><a href="#cb23-3" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2</span>
-<span id="cb23-4"><a href="#cb23-4" tabindex="-1"></a><span class="co"># Sometimes you have more challenging calculations to do:</span></span>
-<span id="cb23-5"><a href="#cb23-5" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2 12 13 14</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb25-1"><a href="#cb25-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v2 .</span>
+<span id="cb25-2"><a href="#cb25-2" tabindex="-1"></a><span class="co"># Most of the time you are interested in the sum of 10 and 11:</span></span>
+<span id="cb25-3"><a href="#cb25-3" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2</span>
+<span id="cb25-4"><a href="#cb25-4" tabindex="-1"></a><span class="co"># Sometimes you have more challenging calculations to do:</span></span>
+<span id="cb25-5"><a href="#cb25-5" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2 12 13 14</span></code></pre>
 </div>
 <div id="overriding-the-entrypoint" class="callout">
 <div class="callout-square">
@@ -865,10 +907,10 @@ <h3 class="callout-title">Overriding the ENTRYPOINT</h3>
 <p>Sometimes you don’t want to run the image’s <code>ENTRYPOINT</code>.
 For example if you have a specialized container image that does only
 sums, but you need an interactive shell to examine the container:</p>
-<div class="codewrapper sourceCode" id="cb24">
+<div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb24-1"><a href="#cb24-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alpine-sum:v2 /bin/sh</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb26-1"><a href="#cb26-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alpine-sum:v2 /bin/sh</span></code></pre>
 </div>
 <p>will yield</p>
 <div class="codewrapper">
@@ -878,10 +920,10 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>You need to override the <code>ENTRYPOINT</code> statement in the
 container image like so:</p>
-<div class="codewrapper sourceCode" id="cb26">
+<div class="codewrapper sourceCode" id="cb28">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb26-1"><a href="#cb26-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> <span class="at">--entrypoint</span> /bin/sh alpine-sum:v2</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb28-1"><a href="#cb28-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> <span class="at">--entrypoint</span> /bin/sh alpine-sum:v2</span></code></pre>
 </div>
 </div>
 </div>
@@ -900,11 +942,11 @@ <h3 id="add-the-sum-py-script-to-the-path-so-you-can-run-it-directly">Add the <c
 # add /home folder to the PATH
 ENV PATH /home:$PATH</code></pre>
 <p>Build and test it:</p>
-<div class="codewrapper sourceCode" id="cb28">
+<div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb28-1"><a href="#cb28-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v3 .</span>
-<span id="cb28-2"><a href="#cb28-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v3 sum.py 1 2 3 4</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb30-1"><a href="#cb30-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v3 .</span>
+<span id="cb30-2"><a href="#cb30-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v3 sum.py 1 2 3 4</span></code></pre>
 </div>
 <div id="best-practices-for-writing-dockerfiles" class="callout">
 <div class="callout-square">
@@ -966,12 +1008,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/advanced-containers.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/advanced-containers.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -999,9 +1041,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/advanced-containers.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/advanced-containers.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 47ce7a7a6..758e285b4 100644
--- a/aio.html
+++ b/aio.html
@@ -406,9 +406,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-introduction"><p>Content from <a href="introduction.html">Introducing Containers</a></p>
 <hr>
-<p>Last updated on 2024-06-18 |
+<p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/introduction.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/introduction.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -507,8 +507,8 @@ <h3 class="callout-title">What’s Your Experience?</h3>
 programs (including the operating system!), creating a very complex, and
 often fragile system. One change or missing piece may stop the whole
 thing from working or break something that was already running. It’s no
-surprise that this situation is sometimes informally termed “dependency
-hell”.</p>
+surprise that this situation is sometimes informally termed
+<strong>dependency hell</strong>.</p>
 <div id="software-and-science" class="callout discussion">
 <div class="callout-square">
 <i class="callout-icon" data-feather="message-circle"></i>
@@ -542,10 +542,10 @@ <h3 class="callout-title">Software and Science</h3>
 </section><section><h2 class="section-heading" id="what-is-a-container-what-is-docker">What is a Container? What is Docker?<a class="anchor" aria-label="anchor" href="#what-is-a-container-what-is-docker"></a>
 </h2>
 <hr class="half-width">
-<p>[Docker][Docker] is a tool that allows you to build what are called
-“containers.” It’s not the only tool that can create containers, but is
-the one we’ve chosen for this workshop. But what <em>is</em> a
-container?</p>
+<p><a href="https://www.docker.com/" class="external-link">Docker</a> is a tool that allows
+you to build what are called <strong>containers</strong>. It’s not the
+only tool that can create containers, but is the one we’ve chosen for
+this workshop. But what <em>is</em> a container?</p>
 <p>To understand containers, let’s first talk briefly about your
 computer.</p>
 <p>Your computer has some standard pieces that allow it to work – often
@@ -553,8 +553,8 @@ <h3 class="callout-title">Software and Science</h3>
 another is the amount of memory or RAM that your computer can use to
 store information temporarily while running programs; another is the
 hard drive, which can store information over the long-term. All these
-pieces work together to do the “computing” of a computer, but we don’t
-see them because they’re hidden from view (usually).</p>
+pieces work together to do the computing of a computer, but we don’t see
+them because they’re hidden from view (usually).</p>
 <p>Instead, what we see is our desktop, program windows, different
 folders, and files. These all live in what’s called the filesystem.
 Everything on your computer – programs, pictures, documents, the
@@ -577,9 +577,9 @@ <h3 class="callout-title">Software and Science</h3>
 OpenSUSE so you can’t have them on the same system! Again, we really
 want another filesystem (or two) on our computer that we could use to
 chain together <code>WhiskerSpot</code> and <code>PurrLOLing</code> in a
-“pipeline”…</p>
+<strong>computational pipeline</strong>…</p>
 <p>Container systems, like Docker, are special programs on your computer
-that make it possible! The term “container” can be usefully considered
+that make it possible! The term container can be usefully considered
 with reference to shipping containers. Before shipping containers were
 developed, packing and unpacking cargo ships was time consuming and
 error prone, with high potential for different clients’ goods to become
@@ -587,7 +587,7 @@ <h3 class="callout-title">Software and Science</h3>
 stay together, software containers standardize the description and
 creation of a complete software system: you can drop a container into
 any computer with the container software installed (the ‘container
-host’), and it should “just work”.</p>
+host’), and it should <em>just work</em>.</p>
 <div id="virtualization" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -596,7 +596,7 @@ <h3 class="callout-title">Software and Science</h3>
 <h3 class="callout-title">Virtualization</h3>
 <div class="callout-content">
 <p>Containers are an example of what’s called
-<strong>virtualization</strong> – having a second “virtual” computer
+<strong>virtualization</strong> – having a second virtual computer
 running and accessible from a main or <strong>host</strong> computer.
 Another example of virtualization are <strong>virtual machines</strong>
 or VMs. A virtual machine typically contains a whole copy of an
@@ -620,7 +620,7 @@ <h3 class="callout-title">Virtualization</h3>
 relatively unchanging, where cookies come and go. If you want a
 different type of container (cookie) you need a different container
 image (cookie cutter).</p>
-</section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a>
+<figure><img src="fig/containers-cookie-cutter.png" alt="An image comparing using a cookie cutter to the container workflow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a>
 </h2>
 <hr class="half-width">
 <p>Think back to some of the challenges we described at the beginning.
@@ -700,9 +700,9 @@ <h3 class="callout-title">Key Points</h3>
 </div>
 </section></section><section id="aio-meet-docker"><p>Content from <a href="meet-docker.html">Introducing the Docker Command Line</a></p>
 <hr>
-<p>Last updated on 2024-06-18 |
+<p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/meet-docker.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/meet-docker.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -1129,7 +1129,7 @@ <h3 class="callout-title">Key Points</h3>
 <hr>
 <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/running-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/running-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -1614,7 +1614,7 @@ <h3 class="callout-title">Key Points</h3>
 <hr>
 <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/managing-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/managing-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -1854,7 +1854,7 @@ <h3 class="callout-title">Key Points</h3>
 <hr>
 <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/docker-hub.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-hub.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -2016,7 +2016,7 @@ <h3 class="callout-title">What’s in a name?</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>First, search for <code>rocker</code> in Docker Hub. Then look for
 their <code>tidyverse</code> container image. You can look at the list
@@ -2105,9 +2105,9 @@ <h3 class="callout-title">Key Points</h3>
 </div>
 </section></section><section id="aio-creating-container-images"><p>Content from <a href="creating-container-images.html">Creating Your Own Container Images</a></p>
 <hr>
-<p>Last updated on 2024-06-18 |
+<p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/creating-container-images.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/creating-container-images.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -2458,11 +2458,11 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <li>
 <strong>Start smart</strong>, or, don’t install everything from
 scratch! If you’re using Python as your main tool, start with a <a href="https://hub.docker.com/_/python" class="external-link">Python container image</a>. Same
-with <a href="https://hub.docker.com/r/rocker/r-ver/" class="external-link">R</a>. We’ve used
-Alpine Linux as an example in this lesson, but it’s generally not a good
-container image to start with for initial development and
-experimentation because it is a less common distribution of Linux; using
-<a href="https://hub.docker.com/_/ubuntu" class="external-link">Ubuntu</a>, <a href="https://hub.docker.com/_/debian" class="external-link">Debian</a> and <a href="https://hub.docker.com/_/centos" class="external-link">CentOS</a> are all good options
+with the <a href="https://hub.docker.com/r/rocker/r-ver/" class="external-link">R programming
+language</a>. We’ve used Alpine Linux as an example in this lesson, but
+it’s generally not a good container image to start with for initial
+development and experimentation because it is a less common distribution
+of Linux; using <a href="https://hub.docker.com/_/ubuntu" class="external-link">Ubuntu</a>, <a href="https://hub.docker.com/_/debian" class="external-link">Debian</a> and <a href="https://hub.docker.com/_/centos" class="external-link">CentOS</a> are all good options
 for scientific software installations. The program you’re using might
 recommend a particular distribution of Linux, and if so, it may be
 useful to start with a container image for that distribution.</li>
@@ -2586,9 +2586,9 @@ <h3 class="callout-title">Key Points</h3>
 </div>
 </section></section><section id="aio-advanced-containers"><p>Content from <a href="advanced-containers.html">Creating More Complex Container Images</a></p>
 <hr>
-<p>Last updated on 2024-06-18 |
+<p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/advanced-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/advanced-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -2600,7 +2600,10 @@ <h2 class="card-header">Overview</h2>
 <div class="inner">
 <h3 class="card-title">Questions</h3>
 <ul>
-<li>How can I make more complex container images?</li>
+<li><p>How can I add local files (e.g. data files) into container images
+at build time?</p></li>
+<li><p>How can I access files stored on the host system from within a
+running Docker container?</p></li>
 </ul>
 </div>
 </div>
@@ -2647,23 +2650,60 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 called <code>sum.py</code>. Let’s say we wanted to try running the
 script using a container based on our recently created
 <code>alpine-python</code> container image.</p>
-<div id="running-containers" class="callout discussion">
+<div id="running-containers" class="callout challenge">
 <div class="callout-square">
-<i class="callout-icon" data-feather="message-circle"></i>
+<i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="running-containers" class="callout-inner">
 <h3 class="callout-title">Running containers</h3>
 <div class="callout-content">
-<p>What command would we use to run Python from the
+<p>Question: What command would we use to run Python from the
 <code>alpine-python</code> container?</p>
 </div>
 </div>
 </div>
-<p>If we try running the container and Python script, what happens?</p>
+<div id="accordionSolution1" class="accordion challenge-accordion accordion-flush">
+<div class="accordion-item">
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
+  <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
+</button>
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div class="accordion-body">
+<p>We can run a container from the alpine-python container image
+using:</p>
 <div class="codewrapper sourceCode" id="cb2">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">$</span> docker container run alice/alpine-python python3 sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">$</span> docker container run alice/alpine-python</span></code></pre>
+</div>
+<p>What happens? Since the <code>Dockerfile</code> that we built this
+container image from had a <code>CMD</code> entry that specified
+<code>["python3", "--version"]</code>, running the above command simply
+starts a container from the image, runs the
+<code>python3 --version</code> command and exits. You should have seen
+the installed version of Python printed to the terminal.</p>
+<p>Instead, if we want to run an interactive Python terminal, we can use
+<code>docker container run</code> to override the default run command
+embedded within the container image. So we could run:</p>
+<div class="codewrapper sourceCode" id="cb3">
+<h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alice/alpine-python python3</span></code></pre>
+</div>
+<p>The <code>-it</code> tells Docker to set up and interactive terminal
+connection to the running container, and then we’re telling Docker to
+run the <code>python3</code> command inside the container which gives us
+an interactive Python interpreter prompt. <em>(type <code>exit()</code>
+to exit!)</em></p>
+</div>
+</div>
+</div>
+</div>
+<p>If we try running the container and Python script, what happens?</p>
+<div class="codewrapper sourceCode" id="cb4">
+<h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="ex">$</span> docker container run alice/alpine-python python3 sum.py</span></code></pre>
 </div>
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2677,8 +2717,10 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <div id="no-such-file-or-directory" class="callout-inner">
 <h3 class="callout-title">No such file or directory</h3>
 <div class="callout-content">
-<p>What does the error message mean? Why might the Python inside the
-container not be able to find or open our script?</p>
+<p>Question: What does the error message mean? Why might the Python
+inside the container not be able to find or open our script?</p>
+<p>This question is here for you to think about - we explore the answer
+to this question in the content below.</p>
 </div>
 </div>
 </div>
@@ -2718,10 +2760,10 @@ <h3 class="callout-title">Types of mounts</h3>
 </div>
 </div>
 <p>Let’s try running the command now:</p>
-<div class="codewrapper sourceCode" id="cb4">
+<div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 sum.py</span></code></pre>
 </div>
 <p>But we get the same error!</p>
 <div class="codewrapper">
@@ -2734,10 +2776,10 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 It’s in the directory that’s been mapped to <code>/temp</code> – so we
 need to include that in the path to the script. This command should give
 us what we need:</p>
-<div class="codewrapper sourceCode" id="cb6">
+<div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 /temp/sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb8-1"><a href="#cb8-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 /temp/sum.py</span></code></pre>
 </div>
 <p>Note that if we create any files in the <code>/temp</code> directory
 while the container is running, these files will appear on our host
@@ -2783,12 +2825,12 @@ <h3 class="callout-title">Exercise: Explore the script</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution1" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution2" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
-  <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
+  <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>This script comes from <a href="https://wiki.python.org/moin/SimplePrograms" class="external-link">the Python Wiki</a>
 and is set to add all numbers that are passed to it as arguments.</p>
@@ -2809,12 +2851,12 @@ <h3 class="callout-title">Exercise: Checking the options</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution2" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution3" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
-  <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
+  <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>Here’s a breakdown of each piece of the command above</p>
 <ul>
@@ -2852,27 +2894,27 @@ <h3 class="callout-title">Exercise: Interactive jobs</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution3" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution4" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
-  <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
+  <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>The docker command to run the container interactively is:</p>
-<div class="codewrapper sourceCode" id="cb8">
+<div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb8-1"><a href="#cb8-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp <span class="at">-it</span> alice/alpine-python sh</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp <span class="at">-it</span> alice/alpine-python sh</span></code></pre>
 </div>
 <p>Once inside, you should be able to navigate to the <code>/temp</code>
 folder and see that’s contents are the same as the files on your host
 computer:</p>
-<div class="codewrapper sourceCode" id="cb9">
+<div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="ex">/#</span> cd /temp</span>
-<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a><span class="ex">/#</span> ls</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="ex">/#</span> cd /temp</span>
+<span id="cb11-2"><a href="#cb11-2" tabindex="-1"></a><span class="ex">/#</span> ls</span></code></pre>
 </div>
 </div>
 </div>
@@ -2893,15 +2935,15 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 script and want to add it to the container image itself.</p>
 <p>In your shell, you should still be in the <code>sum</code> folder in
 the <code>docker-intro</code> folder.</p>
-<div class="codewrapper sourceCode" id="cb10">
+<div class="codewrapper sourceCode" id="cb12">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="ex">$</span> pwd</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="ex">$</span> pwd</span></code></pre>
 </div>
-<div class="codewrapper sourceCode" id="cb11">
+<div class="codewrapper sourceCode" id="cb13">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="ex">$</span> /Users/yourname/Desktop/docker-intro/sum</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">$</span> /Users/yourname/Desktop/docker-intro/sum</span></code></pre>
 </div>
 <p>Let’s add a new line to the <code>Dockerfile</code> we’ve been using
 so far to create a copy of <code>sum.py</code>. We can do so by using
@@ -2910,10 +2952,10 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <p>This line will cause Docker to copy the file from your computer into
 the container’s filesystem. Let’s build the container image like before,
 but give it a different name:</p>
-<div class="codewrapper sourceCode" id="cb13">
+<div class="codewrapper sourceCode" id="cb15">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alice/alpine-sum .</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alice/alpine-sum .</span></code></pre>
 </div>
 <div id="the-importance-of-command-order-in-a-dockerfile" class="callout">
 <div class="callout-square">
@@ -2953,25 +2995,25 @@ <h3 class="callout-title">Exercise: Did it work?</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution4" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution5" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
-  <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
+  <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>You can start the container interactively like so:</p>
-<div class="codewrapper sourceCode" id="cb14">
+<div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb14-1"><a href="#cb14-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alice/alpine-sum sh</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alice/alpine-sum sh</span></code></pre>
 </div>
 <p>You should be able to run the python command inside the container
 like this:</p>
-<div class="codewrapper sourceCode" id="cb15">
+<div class="codewrapper sourceCode" id="cb17">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="ex">/#</span> python3 /home/sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb17-1"><a href="#cb17-1" tabindex="-1"></a><span class="ex">/#</span> python3 /home/sum.py</span></code></pre>
 </div>
 </div>
 </div>
@@ -3041,19 +3083,19 @@ <h3 id="make-the-sum-py-script-run-automatically">Make the <code>sum.py</code> s
 # Run the sum.py script as the default command
 CMD ["python3", "/home/sum.py"]</code></pre>
 <p>Build and test it:</p>
-<div class="codewrapper sourceCode" id="cb19">
+<div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v1 .</span>
-<span id="cb19-2"><a href="#cb19-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v1</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb21-1"><a href="#cb21-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v1 .</span>
+<span id="cb21-2"><a href="#cb21-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v1</span></code></pre>
 </div>
 <p>You’ll notice that you can run the container without arguments just
 fine, resulting in <code>sum = 0</code>, but this is boring. Supplying
 arguments however doesn’t work:</p>
-<div class="codewrapper sourceCode" id="cb20">
+<div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb20-1"><a href="#cb20-1" tabindex="-1"></a><span class="ex">docker</span> container run alpine-sum:v1 10 11 12</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb22-1"><a href="#cb22-1" tabindex="-1"></a><span class="ex">docker</span> container run alpine-sum:v1 10 11 12</span></code></pre>
 </div>
 <p>results in</p>
 <div class="codewrapper">
@@ -3083,14 +3125,14 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 # the command-line
 CMD ["10", "11"]</code></pre>
 <p>Build and test it:</p>
-<div class="codewrapper sourceCode" id="cb23">
+<div class="codewrapper sourceCode" id="cb25">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb23-1"><a href="#cb23-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v2 .</span>
-<span id="cb23-2"><a href="#cb23-2" tabindex="-1"></a><span class="co"># Most of the time you are interested in the sum of 10 and 11:</span></span>
-<span id="cb23-3"><a href="#cb23-3" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2</span>
-<span id="cb23-4"><a href="#cb23-4" tabindex="-1"></a><span class="co"># Sometimes you have more challenging calculations to do:</span></span>
-<span id="cb23-5"><a href="#cb23-5" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2 12 13 14</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb25-1"><a href="#cb25-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v2 .</span>
+<span id="cb25-2"><a href="#cb25-2" tabindex="-1"></a><span class="co"># Most of the time you are interested in the sum of 10 and 11:</span></span>
+<span id="cb25-3"><a href="#cb25-3" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2</span>
+<span id="cb25-4"><a href="#cb25-4" tabindex="-1"></a><span class="co"># Sometimes you have more challenging calculations to do:</span></span>
+<span id="cb25-5"><a href="#cb25-5" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2 12 13 14</span></code></pre>
 </div>
 <div id="overriding-the-entrypoint" class="callout">
 <div class="callout-square">
@@ -3102,10 +3144,10 @@ <h3 class="callout-title">Overriding the ENTRYPOINT</h3>
 <p>Sometimes you don’t want to run the image’s <code>ENTRYPOINT</code>.
 For example if you have a specialized container image that does only
 sums, but you need an interactive shell to examine the container:</p>
-<div class="codewrapper sourceCode" id="cb24">
+<div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb24-1"><a href="#cb24-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alpine-sum:v2 /bin/sh</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb26-1"><a href="#cb26-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alpine-sum:v2 /bin/sh</span></code></pre>
 </div>
 <p>will yield</p>
 <div class="codewrapper">
@@ -3115,10 +3157,10 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>You need to override the <code>ENTRYPOINT</code> statement in the
 container image like so:</p>
-<div class="codewrapper sourceCode" id="cb26">
+<div class="codewrapper sourceCode" id="cb28">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb26-1"><a href="#cb26-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> <span class="at">--entrypoint</span> /bin/sh alpine-sum:v2</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb28-1"><a href="#cb28-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> <span class="at">--entrypoint</span> /bin/sh alpine-sum:v2</span></code></pre>
 </div>
 </div>
 </div>
@@ -3138,11 +3180,11 @@ <h3 id="add-the-sum-py-script-to-the-path-so-you-can-run-it-directly">Add the <c
 # add /home folder to the PATH
 ENV PATH /home:$PATH</code></pre>
 <p>Build and test it:</p>
-<div class="codewrapper sourceCode" id="cb28">
+<div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb28-1"><a href="#cb28-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v3 .</span>
-<span id="cb28-2"><a href="#cb28-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v3 sum.py 1 2 3 4</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb30-1"><a href="#cb30-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v3 .</span>
+<span id="cb30-2"><a href="#cb30-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v3 sum.py 1 2 3 4</span></code></pre>
 </div>
 <div id="best-practices-for-writing-dockerfiles" class="callout">
 <div class="callout-square">
@@ -3184,9 +3226,9 @@ <h3 class="callout-title">Key Points</h3>
 </div>
 </section></section><section id="aio-docker-image-examples"><p>Content from <a href="docker-image-examples.html">Examples of Using Container Images in Practice</a></p>
 <hr>
-<p>Last updated on 2024-06-18 |
+<p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/docker-image-examples.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-image-examples.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -3220,19 +3262,7 @@ <h3 class="card-title">Objectives</h3>
 workflow.</p>
 <p>You may choose one or more of the following examples to practice
 using containers.</p>
-<section><h2 class="section-heading" id="jekyll-website-example">Jekyll Website Example<a class="anchor" aria-label="anchor" href="#jekyll-website-example"></a>
-</h2>
-<hr class="half-width">
-<p>In this <a href="e02-jekyll-lesson-example.html">Jekyll Website
-example</a>, you can practice rendering this lesson website on your
-computer using the Jekyll static website generator in a Docker
-container. Rendering the website in a container avoids a complicated
-software installation; instead of installing Jekyll and all the other
-tools needed to create the final website, all the work can be done in
-the container. Additionally, when you no longer need to render the
-website, you can easily and cleanly remove the software from your
-computer.</p>
-</section><section><h2 class="section-heading" id="github-actions-example">GitHub Actions Example<a class="anchor" aria-label="anchor" href="#github-actions-example"></a>
+<section><h2 class="section-heading" id="github-actions-example">GitHub Actions Example<a class="anchor" aria-label="anchor" href="#github-actions-example"></a>
 </h2>
 <hr class="half-width">
 <p>In this <a href="e01-github-actions.html">GitHub Actions example</a>,
@@ -3276,7 +3306,8 @@ <h3 class="card-title">Objectives</h3>
 </h2>
 <hr class="half-width">
 <p>Do you have another example of using Docker in a workflow related to
-your field? Please [open a lesson issue] or <a href="https://github.com/carpentries-incubator/docker-introduction/pulls" class="external-link">submit
+your field? Please <a href="https://github.com/carpentries-incubator/docker-introduction/issues/new" class="external-link">open
+a lesson issue</a> or <a href="https://github.com/carpentries-incubator/docker-introduction/pulls" class="external-link">submit
 a pull request</a> to add it to this episode and the extras section of
 the lesson.</p>
 <div id="keypoints1" class="callout keypoints">
@@ -3295,9 +3326,9 @@ <h3 class="callout-title">Key Points</h3>
 </div>
 </section></section><section id="aio-reproduciblity"><p>Content from <a href="reproduciblity.html">Containers in Research Workflows: Reproducibility and Granularity</a></p>
 <hr>
-<p>Last updated on 2024-06-18 |
+<p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/reproduciblity.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/reproduciblity.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -3356,25 +3387,34 @@ <h3 class="callout-title">Work in progress…</h3>
 <p>By <em>reproducibility</em> here we mean the ability of someone else
 (or your future self) being able to reproduce what you did
 computationally at a particular time (be this in research, analysis or
-something else) as closely as possible even if they do not have access
+something else) as closely as possible, even if they do not have access
 to exactly the same hardware resources that you had when you did the
 original work.</p>
+<p>What makes this especially important? With research being
+increasingly digital in nature, more and more of our research outputs
+are a result of the use of software and data processing or analysis.
+With complex software stacks or groups of dependencies often being
+required to run research software, we need approaches to ensure that we
+can make it as easy as possible to recreate an environment in which a
+given research process was undertaken. There many reasons why this
+matters, one example being someone wanting to reproduce the results of a
+publication in order to verify them and then build on that research.</p>
 <p>Some examples of why containers are an attractive technology to help
 with reproducibility include:</p>
 <ul>
-<li>The same computational work can be run across multiple different
-technologies seamlessly (e.g. Windows, macOS, Linux).</li>
+<li>The same computational work can be run seamlessly on different
+operating systems (e.g. Windows, macOS, Linux).</li>
 <li>You can save the exact process that you used for your computational
 work (rather than relying on potentially incomplete notes).</li>
 <li>You can save the exact versions of software and their dependencies
 in the container image.</li>
-<li>You can access legacy versions of software and underlying
+<li>You can provide access to legacy versions of software and underlying
 dependencies which may not be generally available any more.</li>
 <li>Depending on their size, you can also potentially store a copy of
 key data within the container image.</li>
-<li>You can archive and share the container image as well as associating
-a persistent identifier with a container image to allow other
-researchers to reproduce and build on your work.</li>
+<li>You can archive and share a container image as well as associating a
+persistent identifier with it, to allow other researchers to reproduce
+and build on your work.</li>
 </ul></section><section><h2 class="section-heading" id="sharing-images">Sharing images<a class="anchor" aria-label="anchor" href="#sharing-images"></a>
 </h2>
 <hr class="half-width">
@@ -3383,8 +3423,8 @@ <h3 class="callout-title">Work in progress…</h3>
 image, you can point people to its public location and they can download
 and build upon it.</p>
 <p>This is fine for working collaboratively with container images on a
-day-to-day basis but the Docker Hub is not a good option for long time
-archive of container images in support of research and publications
+day-to-day basis but the Docker Hub is not a good option for long-term
+archiving of container images in support of research and publications
 as:</p>
 <ul>
 <li>free accounts have a limit on how long a container image will be
@@ -3455,8 +3495,26 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 the documentation are appropriately linked.</li>
 <li>When you publish work (in whatever way) use an archiving and DOI
 service such as Zenodo to make sure your container image is captured as
-it was used for the work and that is obtains a persistent DOI to allow
-it to be cited and referenced properly.</li>
+it was used for the work and that it is assigned a persistent DOI to
+allow it to be cited and referenced properly.</li>
+<li>Make use of tags when naming your container images, this ensures
+that if you update the image in future, previous versions can be
+retained within a container repository to be easily accessed, if this is
+required.</li>
+<li>A built and archived container image can ensure a persistently
+bundled set of software and dependecies. However, a
+<code>Dockerfile</code> provides a lightweight means of storing a
+container definition that can be used to re-create a container image at
+a later time. If you’re taking this approach, ensure that you specify
+software package and dependency versions within your
+<code>Dockerfile</code> rather than just specifying package names which
+will generally install the most up-to-date version of a package. This
+may be incompatible with other elements of your software stack. Also
+note that storing only a <code>Dockerfile</code> presents
+reproducibility challenges because required versions of packages may not
+be available indefinitely, potentially meaning that you’re unable to
+reproduce the required environment and, hence, the research
+results.</li>
 </ul></section><section><h2 class="section-heading" id="container-granularity">Container Granularity<a class="anchor" aria-label="anchor" href="#container-granularity"></a>
 </h2>
 <hr class="half-width">
@@ -3491,7 +3549,7 @@ <h3 class="callout-title">Positives and negatives</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>This is not an exhaustive list but some of the advantages and
 disadvantages could be:</p>
@@ -3605,12 +3663,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -3639,9 +3697,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/aio.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/aio.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-09-10",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/config.yaml b/config.yaml
index 022ae0c0e..7b7b14f69 100644
--- a/config.yaml
+++ b/config.yaml
@@ -27,7 +27,7 @@ life_cycle: 'beta'
 license: 'CC-BY 4.0'
 
 # Link to the source repository for this lesson
-source: 'https://github.com/fishtree-attempt/docker-introduction/'
+source: 'https://github.com/carpentries-incubator/docker-introduction/'
 
 # Default branch of your lesson
 branch: 'main'
diff --git a/creating-container-images.html b/creating-container-images.html
index 53444bfde..6b7d1c1d8 100644
--- a/creating-container-images.html
+++ b/creating-container-images.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 40%" class="percentage">
-    40%
+<aside class="col-md-12 lesson-progress"><div style="width: 41%" class="percentage">
+    41%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 40%" aria-valuenow="40" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 41%" aria-valuenow="41" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -358,9 +358,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Creating Your Own Container Images</h1>
-        <p>Last updated on 2024-06-18 |
+        <p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/creating-container-images.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/creating-container-images.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -694,11 +694,11 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <ul><li>
 <strong>Start smart</strong>, or, don’t install everything from
 scratch! If you’re using Python as your main tool, start with a <a href="https://hub.docker.com/_/python" class="external-link">Python container image</a>. Same
-with <a href="https://hub.docker.com/r/rocker/r-ver/" class="external-link">R</a>. We’ve used
-Alpine Linux as an example in this lesson, but it’s generally not a good
-container image to start with for initial development and
-experimentation because it is a less common distribution of Linux; using
-<a href="https://hub.docker.com/_/ubuntu" class="external-link">Ubuntu</a>, <a href="https://hub.docker.com/_/debian" class="external-link">Debian</a> and <a href="https://hub.docker.com/_/centos" class="external-link">CentOS</a> are all good options
+with the <a href="https://hub.docker.com/r/rocker/r-ver/" class="external-link">R programming
+language</a>. We’ve used Alpine Linux as an example in this lesson, but
+it’s generally not a good container image to start with for initial
+development and experimentation because it is a less common distribution
+of Linux; using <a href="https://hub.docker.com/_/ubuntu" class="external-link">Ubuntu</a>, <a href="https://hub.docker.com/_/debian" class="external-link">Debian</a> and <a href="https://hub.docker.com/_/centos" class="external-link">CentOS</a> are all good options
 for scientific software installations. The program you’re using might
 recommend a particular distribution of Linux, and if so, it may be
 useful to start with a container image for that distribution.</li>
@@ -834,12 +834,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/creating-container-images.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/creating-container-images.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -867,9 +867,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/creating-container-images.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/creating-container-images.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/discuss.html b/discuss.html
index 0d302446e..dc5e57aa1 100644
--- a/discuss.html
+++ b/discuss.html
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Discussion</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/learners/discuss.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/learners/discuss.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -380,12 +380,12 @@ <h1>Discussion</h1>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/learners/discuss.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/learners/discuss.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -413,9 +413,9 @@ <h1>Discussion</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/discuss.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/discuss.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/docker-hub.html b/docker-hub.html
index 8631bc63a..b3a28cc71 100644
--- a/docker-hub.html
+++ b/docker-hub.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 31%" class="percentage">
-    31%
+<aside class="col-md-12 lesson-progress"><div style="width: 33%" class="percentage">
+    33%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 31%" aria-valuenow="31" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 33%" aria-valuenow="33" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -358,7 +358,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Finding Containers on Docker Hub</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/docker-hub.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-hub.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -514,7 +514,7 @@ <h3 class="callout-title">What’s in a name?</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>First, search for <code>rocker</code> in Docker Hub. Then look for
 their <code>tidyverse</code> container image. You can look at the list
@@ -619,12 +619,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/docker-hub.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-hub.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -652,9 +652,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/docker-hub.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/docker-hub.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/docker-image-examples.html b/docker-image-examples.html
index 3da806a96..686384163 100644
--- a/docker-image-examples.html
+++ b/docker-image-examples.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 82%" class="percentage">
-    82%
+<aside class="col-md-12 lesson-progress"><div style="width: 80%" class="percentage">
+    80%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 82%" aria-valuenow="82" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 80%" aria-valuenow="80" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -279,8 +279,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
 
     <div id="flush-collapsecurrent" class="accordion-collapse collapse show" aria-labelledby="flush-headingcurrent" data-bs-parent="#accordionFlushcurrent">
       <div class="accordion-body">
-        <ul><li><a href="#jekyll-website-example">Jekyll Website Example</a></li>
-<li><a href="#github-actions-example">GitHub Actions Example</a></li>
+        <ul><li><a href="#github-actions-example">GitHub Actions Example</a></li>
 <li><a href="#using-containers-on-an-hpc-cluster">Using Containers on an HPC Cluster</a></li>
 <li><a href="#seeking-examples">Seeking Examples</a></li>
         </ul></div><!--/div.accordion-body-->
@@ -356,9 +355,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Examples of Using Container Images in Practice</h1>
-        <p>Last updated on 2024-06-18 |
+        <p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/docker-image-examples.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-image-examples.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -394,17 +393,7 @@ <h3 class="card-title">Objectives</h3>
 workflow.</p>
 <p>You may choose one or more of the following examples to practice
 using containers.</p>
-<section><h2 class="section-heading" id="jekyll-website-example">Jekyll Website Example<a class="anchor" aria-label="anchor" href="#jekyll-website-example"></a></h2>
-<hr class="half-width"><p>In this <a href="e02-jekyll-lesson-example.html">Jekyll Website
-example</a>, you can practice rendering this lesson website on your
-computer using the Jekyll static website generator in a Docker
-container. Rendering the website in a container avoids a complicated
-software installation; instead of installing Jekyll and all the other
-tools needed to create the final website, all the work can be done in
-the container. Additionally, when you no longer need to render the
-website, you can easily and cleanly remove the software from your
-computer.</p>
-</section><section><h2 class="section-heading" id="github-actions-example">GitHub Actions Example<a class="anchor" aria-label="anchor" href="#github-actions-example"></a></h2>
+<section><h2 class="section-heading" id="github-actions-example">GitHub Actions Example<a class="anchor" aria-label="anchor" href="#github-actions-example"></a></h2>
 <hr class="half-width"><p>In this <a href="e01-github-actions.html">GitHub Actions example</a>,
 you can learn more about continuous integration in the cloud and how you
 can use container images with GitHub to automate repetitive tasks like
@@ -441,7 +430,8 @@ <h3 class="card-title">Objectives</h3>
 with Shifter (and Singularity)”</li>
 </ul></section><section><h2 class="section-heading" id="seeking-examples">Seeking Examples<a class="anchor" aria-label="anchor" href="#seeking-examples"></a></h2>
 <hr class="half-width"><p>Do you have another example of using Docker in a workflow related to
-your field? Please [open a lesson issue] or <a href="https://github.com/carpentries-incubator/docker-introduction/pulls" class="external-link">submit
+your field? Please <a href="https://github.com/carpentries-incubator/docker-introduction/issues/new" class="external-link">open
+a lesson issue</a> or <a href="https://github.com/carpentries-incubator/docker-introduction/pulls" class="external-link">submit
 a pull request</a> to add it to this episode and the extras section of
 the lesson.</p>
 <div id="keypoints1" class="callout keypoints">
@@ -480,12 +470,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/docker-image-examples.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-image-examples.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -513,9 +503,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/docker-image-examples.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/docker-image-examples.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/e01-github-actions.html b/e01-github-actions.html
index 2cc82a5bc..8798653ea 100644
--- a/e01-github-actions.html
+++ b/e01-github-actions.html
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Using Docker with Github Actions</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/e01-github-actions.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/e01-github-actions.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -611,12 +611,12 @@ <h1 id="reference-material">Reference material<a class="anchor" aria-label="anch
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/e01-github-actions.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/e01-github-actions.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -644,9 +644,9 @@ <h1 id="reference-material">Reference material<a class="anchor" aria-label="anch
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/e01-github-actions.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/e01-github-actions.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/fig/containers-cookie-cutter.png b/fig/containers-cookie-cutter.png
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diff --git a/images.html b/images.html
index 35eba2542..44fa1d446 100644
--- a/images.html
+++ b/images.html
@@ -405,7 +405,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
         
 <section id="introduction"><h2 class="section-heading"><a href="introduction.html">Introducing Containers</a></h2>
-<hr class="half-width"></section><section id="meet-docker"><h2 class="section-heading"><a href="meet-docker.html">Introducing the Docker Command Line</a></h2>
+<hr class="half-width">
+<h3 id="introduction-figure-1">Figure 1</h3>
+<p aria-hidden="true">Image 1 of 1: ‘An image comparing using a cookie cutter to the container workflow’</p>
+<figure><img src="fig/containers-cookie-cutter.png" alt="An image comparing using a cookie cutter to the container workflow" class="figure mx-auto d-block"></figure><hr></section><section id="meet-docker"><h2 class="section-heading"><a href="meet-docker.html">Introducing the Docker Command Line</a></h2>
 <hr class="half-width"></section><section id="running-containers"><h2 class="section-heading"><a href="running-containers.html">Exploring and Running Containers</a></h2>
 <hr class="half-width"></section><section id="managing-containers"><h2 class="section-heading"><a href="managing-containers.html">Cleaning Up Containers</a></h2>
 <hr class="half-width"></section><section id="docker-hub"><h2 class="section-heading"><a href="docker-hub.html">Finding Containers on Docker Hub</a></h2>
@@ -426,12 +429,12 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -460,9 +463,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/images.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/images.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-09-10",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 459189d0b..a6a4deb9d 100644
--- a/index.html
+++ b/index.html
@@ -391,6 +391,26 @@ <h3 class="callout-title">Prerequisites</h3>
 </ul></div>
 </div>
 </div>
+<div id="target-audience" class="callout">
+<div class="callout-square">
+<i class="callout-icon" data-feather="bell"></i>
+</div>
+<div id="target-audience" class="callout-inner">
+<h3 class="callout-title">Target audience</h3>
+<div class="callout-content">
+<p>This lesson on the use of Docker is intended to be relevant to a wide
+range of researchers, as well as existing and prospective technical
+professionals. It is intended as a beginner level course that is
+suitable for people who have no experience of containers.</p>
+<p>We are aiming to help people who want to develop their knowledge of
+container tooling to help improve reproducibility and support their
+research work, or that of individuals or teams they are working
+with.</p>
+<p>We provide more detail on specific roles that might benefit from this
+course on the <a href="/profiles.html">Learner Profiles</a> page.</p>
+</div>
+</div>
+</div>
 <div id="a-note-about-docker" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -406,8 +426,9 @@ <h3 class="callout-title">A note about Docker</h3>
 and the descriptions and outputs shown match what you will see on your
 own computer, inconsistencies can occur.</p>
 <p>If you spot inconsistencies or encounter any problems, please do
-report them by [opening an issue][open a lesson issue] in the [GitHub
-repository][docker-introduction repository] for this lesson.</p>
+report them by <a href="https://github.com/carpentries-incubator/docker-introduction/issues/new" class="external-link">opening
+an issue</a> in the <a href="https://github.com/carpentries-incubator/docker-introduction" class="external-link">GitHub
+repository</a> for this lesson.</p>
 </div>
 </div>
 </div>
@@ -654,12 +675,12 @@ <h3 id="a-quick-tutorial-on-copypasting-file-contents-from-episodes-of-the-lesso
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/index.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/index.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -687,9 +708,9 @@ <h3 id="a-quick-tutorial-on-copypasting-file-contents-from-episodes-of-the-lesso
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/index.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/index.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-09-10",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index d98ae0202..762224c32 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -408,22 +408,24 @@ <h1>Instructor Notes</h1>
 <section><h2 class="section-heading" id="before-teaching-this-lesson">Before Teaching This Lesson<a class="anchor" aria-label="anchor" href="#before-teaching-this-lesson"></a>
 </h2>
 <hr class="half-width">
-<p>[Docker][Docker] and its associated ecosystem is rapidly developing.
-While many core features will be stable, the overall environment changes
-regularly with version updates and new tools for interacting with Docker
-and running containers on different platforms.</p>
+<p><a href="https://www.docker.com/" class="external-link">Docker</a> and its associated
+ecosystem is rapidly developing. While many core features will be
+stable, the overall environment changes regularly with version updates
+and new tools for interacting with Docker and running containers on
+different platforms.</p>
 <p>In particular, there can be differences between macOS, Windows and
 Linux platforms. Updates and changes introduced in Docker releases are
-highlighted in the [Docker release notes][Docker release notes].</p>
+highlighted in the <a href="https://docs.docker.com/release-notes/" class="external-link">Docker release
+notes</a>.</p>
 <p><em>You are strongly advised to run through the lesson content prior
 to teaching the lesson to ensure that everything works as
 expected.</em></p>
-<p>If you experience any issues, please [open an issue][open a lesson
-issue] in the lesson repository describing the problem and platform(s)
-affected. The lesson maintainers will aim to resolve the issue as soon
-as possible but we also welcome the opening of pull requests (linked to
-issues) that resolve anything that doesn’t work as expected with the
-lesson content.</p>
+<p>If you experience any issues, please <a href="https://github.com/carpentries-incubator/docker-introduction/issues/new" class="external-link">open
+an issue</a> in the lesson repository describing the problem and
+platform(s) affected. The lesson maintainers will aim to resolve the
+issue as soon as possible but we also welcome the opening of pull
+requests (linked to issues) that resolve anything that doesn’t work as
+expected with the lesson content.</p>
 </section><section><h2 class="section-heading" id="miscellaneous-tips">Miscellaneous Tips<a class="anchor" aria-label="anchor" href="#miscellaneous-tips"></a>
 </h2>
 <hr class="half-width">
@@ -686,12 +688,12 @@ <h3 id="learner-pathways">Learner Pathways<a class="anchor" aria-label="anchor"
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -720,9 +722,9 @@ <h3 id="learner-pathways">Learner Pathways<a class="anchor" aria-label="anchor"
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor-notes.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor-notes.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-09-10",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/06-containers-on-the-cloud.html b/instructor/06-containers-on-the-cloud.html
index 6a7fc042e..5f6ab6b04 100644
--- a/instructor/06-containers-on-the-cloud.html
+++ b/instructor/06-containers-on-the-cloud.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -306,7 +306,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Creating Containers on the Cloud</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/06-containers-on-the-cloud.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/06-containers-on-the-cloud.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -506,12 +506,12 @@ <h3 id="edit-your-repositorys-bitbucket-pipelines-yml-file-through-the-web">Edit
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/06-containers-on-the-cloud.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/06-containers-on-the-cloud.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -539,9 +539,9 @@ <h3 id="edit-your-repositorys-bitbucket-pipelines-yml-file-through-the-web">Edit
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/06-containers-on-the-cloud.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/06-containers-on-the-cloud.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/08-orchestration.html b/instructor/08-orchestration.html
index 8745fb936..aeea4d9de 100644
--- a/instructor/08-orchestration.html
+++ b/instructor/08-orchestration.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -306,7 +306,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Container Orchestration</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/08-orchestration.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/08-orchestration.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -437,12 +437,12 @@ <h3 class="callout-title">The Wild West</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/08-orchestration.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/08-orchestration.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -470,9 +470,9 @@ <h3 class="callout-title">The Wild West</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/08-orchestration.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/08-orchestration.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 24f0f6a9e..3d701899f 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -373,12 +373,12 @@ <h1>Page not found</h1>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -406,9 +406,9 @@ <h1>Page not found</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/404.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/404.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-09-10",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index b547becbf..c078e01c5 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -306,7 +306,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Contributor Code of Conduct</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -389,12 +389,12 @@ <h1>Contributor Code of Conduct</h1>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -422,9 +422,9 @@ <h1>Contributor Code of Conduct</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/CODE_OF_CONDUCT.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/CODE_OF_CONDUCT.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 96f94eece..7e206835e 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -306,7 +306,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Licenses</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -437,12 +437,12 @@ <h1>Licenses</h1>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/LICENSE.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/LICENSE.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -470,9 +470,9 @@ <h1>Licenses</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/LICENSE.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/LICENSE.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/about.html b/instructor/about.html
index 74504d123..dd6c055e7 100644
--- a/instructor/about.html
+++ b/instructor/about.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -306,7 +306,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>About</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/about.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/about.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -382,12 +382,12 @@ <h1>About</h1>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/about.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/about.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -415,9 +415,9 @@ <h1>About</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/about.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/about.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/advanced-containers.html b/instructor/advanced-containers.html
index 576c3d426..a5229f8c9 100644
--- a/instructor/advanced-containers.html
+++ b/instructor/advanced-containers.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 56%" class="percentage">
-    56%
+<aside class="col-md-12 lesson-progress"><div style="width: 55%" class="percentage">
+    55%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 56%" aria-valuenow="56" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 55%" aria-valuenow="55" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -320,7 +320,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -356,9 +356,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Creating More Complex Container Images</h1>
-        <p>Last updated on 2024-06-18 |
+        <p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/advanced-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/advanced-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -377,7 +377,10 @@ <h2 class="card-header">Overview</h2>
 <div class="card-body">
 <div class="inner">
 <h3 class="card-title">Questions</h3>
-<ul><li>How can I make more complex container images?</li>
+<ul><li><p>How can I add local files (e.g. data files) into container images
+at build time?</p></li>
+<li><p>How can I access files stored on the host system from within a
+running Docker container?</p></li>
 </ul></div>
 </div>
 </div>
@@ -419,23 +422,60 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 called <code>sum.py</code>. Let’s say we wanted to try running the
 script using a container based on our recently created
 <code>alpine-python</code> container image.</p>
-<div id="running-containers" class="callout discussion">
+<div id="running-containers" class="callout challenge">
 <div class="callout-square">
-<i class="callout-icon" data-feather="message-circle"></i>
+<i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="running-containers" class="callout-inner">
 <h3 class="callout-title">Running containers</h3>
 <div class="callout-content">
-<p>What command would we use to run Python from the
+<p>Question: What command would we use to run Python from the
 <code>alpine-python</code> container?</p>
 </div>
 </div>
 </div>
-<p>If we try running the container and Python script, what happens?</p>
+<div id="accordionSolution1" class="accordion challenge-accordion accordion-flush">
+<div class="accordion-item">
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
+  <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
+</button>
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div class="accordion-body">
+<p>We can run a container from the alpine-python container image
+using:</p>
 <div class="codewrapper sourceCode" id="cb2">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">$</span> docker container run alice/alpine-python python3 sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">$</span> docker container run alice/alpine-python</span></code></pre>
+</div>
+<p>What happens? Since the <code>Dockerfile</code> that we built this
+container image from had a <code>CMD</code> entry that specified
+<code>["python3", "--version"]</code>, running the above command simply
+starts a container from the image, runs the
+<code>python3 --version</code> command and exits. You should have seen
+the installed version of Python printed to the terminal.</p>
+<p>Instead, if we want to run an interactive Python terminal, we can use
+<code>docker container run</code> to override the default run command
+embedded within the container image. So we could run:</p>
+<div class="codewrapper sourceCode" id="cb3">
+<h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alice/alpine-python python3</span></code></pre>
+</div>
+<p>The <code>-it</code> tells Docker to set up and interactive terminal
+connection to the running container, and then we’re telling Docker to
+run the <code>python3</code> command inside the container which gives us
+an interactive Python interpreter prompt. <em>(type <code>exit()</code>
+to exit!)</em></p>
+</div>
+</div>
+</div>
+</div>
+<p>If we try running the container and Python script, what happens?</p>
+<div class="codewrapper sourceCode" id="cb4">
+<h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="ex">$</span> docker container run alice/alpine-python python3 sum.py</span></code></pre>
 </div>
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -449,8 +489,10 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <div id="no-such-file-or-directory" class="callout-inner">
 <h3 class="callout-title">No such file or directory</h3>
 <div class="callout-content">
-<p>What does the error message mean? Why might the Python inside the
-container not be able to find or open our script?</p>
+<p>Question: What does the error message mean? Why might the Python
+inside the container not be able to find or open our script?</p>
+<p>This question is here for you to think about - we explore the answer
+to this question in the content below.</p>
 </div>
 </div>
 </div>
@@ -490,10 +532,10 @@ <h3 class="callout-title">Types of mounts</h3>
 </div>
 </div>
 <p>Let’s try running the command now:</p>
-<div class="codewrapper sourceCode" id="cb4">
+<div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 sum.py</span></code></pre>
 </div>
 <p>But we get the same error!</p>
 <div class="codewrapper">
@@ -506,10 +548,10 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 It’s in the directory that’s been mapped to <code>/temp</code> – so we
 need to include that in the path to the script. This command should give
 us what we need:</p>
-<div class="codewrapper sourceCode" id="cb6">
+<div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 /temp/sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb8-1"><a href="#cb8-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 /temp/sum.py</span></code></pre>
 </div>
 <p>Note that if we create any files in the <code>/temp</code> directory
 while the container is running, these files will appear on our host
@@ -555,12 +597,12 @@ <h3 class="callout-title">Exercise: Explore the script</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution1" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution2" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
-  <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
+  <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>This script comes from <a href="https://wiki.python.org/moin/SimplePrograms" class="external-link">the Python Wiki</a>
 and is set to add all numbers that are passed to it as arguments.</p>
@@ -581,12 +623,12 @@ <h3 class="callout-title">Exercise: Checking the options</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution2" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution3" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
-  <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
+  <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>Here’s a breakdown of each piece of the command above</p>
 <ul><li>
@@ -622,27 +664,27 @@ <h3 class="callout-title">Exercise: Interactive jobs</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution3" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution4" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
-  <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
+  <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>The docker command to run the container interactively is:</p>
-<div class="codewrapper sourceCode" id="cb8">
+<div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb8-1"><a href="#cb8-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp <span class="at">-it</span> alice/alpine-python sh</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp <span class="at">-it</span> alice/alpine-python sh</span></code></pre>
 </div>
 <p>Once inside, you should be able to navigate to the <code>/temp</code>
 folder and see that’s contents are the same as the files on your host
 computer:</p>
-<div class="codewrapper sourceCode" id="cb9">
+<div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="ex">/#</span> cd /temp</span>
-<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a><span class="ex">/#</span> ls</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="ex">/#</span> cd /temp</span>
+<span id="cb11-2"><a href="#cb11-2" tabindex="-1"></a><span class="ex">/#</span> ls</span></code></pre>
 </div>
 </div>
 </div>
@@ -661,15 +703,15 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 script and want to add it to the container image itself.</p>
 <p>In your shell, you should still be in the <code>sum</code> folder in
 the <code>docker-intro</code> folder.</p>
-<div class="codewrapper sourceCode" id="cb10">
+<div class="codewrapper sourceCode" id="cb12">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="ex">$</span> pwd</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="ex">$</span> pwd</span></code></pre>
 </div>
-<div class="codewrapper sourceCode" id="cb11">
+<div class="codewrapper sourceCode" id="cb13">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="ex">$</span> /Users/yourname/Desktop/docker-intro/sum</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">$</span> /Users/yourname/Desktop/docker-intro/sum</span></code></pre>
 </div>
 <p>Let’s add a new line to the <code>Dockerfile</code> we’ve been using
 so far to create a copy of <code>sum.py</code>. We can do so by using
@@ -678,10 +720,10 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <p>This line will cause Docker to copy the file from your computer into
 the container’s filesystem. Let’s build the container image like before,
 but give it a different name:</p>
-<div class="codewrapper sourceCode" id="cb13">
+<div class="codewrapper sourceCode" id="cb15">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alice/alpine-sum .</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alice/alpine-sum .</span></code></pre>
 </div>
 <div id="the-importance-of-command-order-in-a-dockerfile" class="callout">
 <div class="callout-square">
@@ -721,25 +763,25 @@ <h3 class="callout-title">Exercise: Did it work?</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution4" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution5" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
-  <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
+  <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>You can start the container interactively like so:</p>
-<div class="codewrapper sourceCode" id="cb14">
+<div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb14-1"><a href="#cb14-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alice/alpine-sum sh</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alice/alpine-sum sh</span></code></pre>
 </div>
 <p>You should be able to run the python command inside the container
 like this:</p>
-<div class="codewrapper sourceCode" id="cb15">
+<div class="codewrapper sourceCode" id="cb17">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="ex">/#</span> python3 /home/sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb17-1"><a href="#cb17-1" tabindex="-1"></a><span class="ex">/#</span> python3 /home/sum.py</span></code></pre>
 </div>
 </div>
 </div>
@@ -806,19 +848,19 @@ <h3 id="make-the-sum-py-script-run-automatically">Make the <code>sum.py</code> s
 # Run the sum.py script as the default command
 CMD ["python3", "/home/sum.py"]</code></pre>
 <p>Build and test it:</p>
-<div class="codewrapper sourceCode" id="cb19">
+<div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v1 .</span>
-<span id="cb19-2"><a href="#cb19-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v1</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb21-1"><a href="#cb21-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v1 .</span>
+<span id="cb21-2"><a href="#cb21-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v1</span></code></pre>
 </div>
 <p>You’ll notice that you can run the container without arguments just
 fine, resulting in <code>sum = 0</code>, but this is boring. Supplying
 arguments however doesn’t work:</p>
-<div class="codewrapper sourceCode" id="cb20">
+<div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb20-1"><a href="#cb20-1" tabindex="-1"></a><span class="ex">docker</span> container run alpine-sum:v1 10 11 12</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb22-1"><a href="#cb22-1" tabindex="-1"></a><span class="ex">docker</span> container run alpine-sum:v1 10 11 12</span></code></pre>
 </div>
 <p>results in</p>
 <div class="codewrapper">
@@ -848,14 +890,14 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 # the command-line
 CMD ["10", "11"]</code></pre>
 <p>Build and test it:</p>
-<div class="codewrapper sourceCode" id="cb23">
+<div class="codewrapper sourceCode" id="cb25">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb23-1"><a href="#cb23-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v2 .</span>
-<span id="cb23-2"><a href="#cb23-2" tabindex="-1"></a><span class="co"># Most of the time you are interested in the sum of 10 and 11:</span></span>
-<span id="cb23-3"><a href="#cb23-3" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2</span>
-<span id="cb23-4"><a href="#cb23-4" tabindex="-1"></a><span class="co"># Sometimes you have more challenging calculations to do:</span></span>
-<span id="cb23-5"><a href="#cb23-5" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2 12 13 14</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb25-1"><a href="#cb25-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v2 .</span>
+<span id="cb25-2"><a href="#cb25-2" tabindex="-1"></a><span class="co"># Most of the time you are interested in the sum of 10 and 11:</span></span>
+<span id="cb25-3"><a href="#cb25-3" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2</span>
+<span id="cb25-4"><a href="#cb25-4" tabindex="-1"></a><span class="co"># Sometimes you have more challenging calculations to do:</span></span>
+<span id="cb25-5"><a href="#cb25-5" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2 12 13 14</span></code></pre>
 </div>
 <div id="overriding-the-entrypoint" class="callout">
 <div class="callout-square">
@@ -867,10 +909,10 @@ <h3 class="callout-title">Overriding the ENTRYPOINT</h3>
 <p>Sometimes you don’t want to run the image’s <code>ENTRYPOINT</code>.
 For example if you have a specialized container image that does only
 sums, but you need an interactive shell to examine the container:</p>
-<div class="codewrapper sourceCode" id="cb24">
+<div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb24-1"><a href="#cb24-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alpine-sum:v2 /bin/sh</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb26-1"><a href="#cb26-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alpine-sum:v2 /bin/sh</span></code></pre>
 </div>
 <p>will yield</p>
 <div class="codewrapper">
@@ -880,10 +922,10 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>You need to override the <code>ENTRYPOINT</code> statement in the
 container image like so:</p>
-<div class="codewrapper sourceCode" id="cb26">
+<div class="codewrapper sourceCode" id="cb28">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb26-1"><a href="#cb26-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> <span class="at">--entrypoint</span> /bin/sh alpine-sum:v2</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb28-1"><a href="#cb28-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> <span class="at">--entrypoint</span> /bin/sh alpine-sum:v2</span></code></pre>
 </div>
 </div>
 </div>
@@ -902,11 +944,11 @@ <h3 id="add-the-sum-py-script-to-the-path-so-you-can-run-it-directly">Add the <c
 # add /home folder to the PATH
 ENV PATH /home:$PATH</code></pre>
 <p>Build and test it:</p>
-<div class="codewrapper sourceCode" id="cb28">
+<div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb28-1"><a href="#cb28-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v3 .</span>
-<span id="cb28-2"><a href="#cb28-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v3 sum.py 1 2 3 4</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb30-1"><a href="#cb30-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v3 .</span>
+<span id="cb30-2"><a href="#cb30-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v3 sum.py 1 2 3 4</span></code></pre>
 </div>
 <div id="best-practices-for-writing-dockerfiles" class="callout">
 <div class="callout-square">
@@ -968,12 +1010,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/advanced-containers.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/advanced-containers.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -1001,9 +1043,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/advanced-containers.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/advanced-containers.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 2bd079d00..ae612db2b 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -126,7 +126,6 @@
 <li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li>
 <li><a class="dropdown-item" href="about.html">About</a></li>
 <li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li>
-<li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li>
 <hr>
 <li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
 <li><a class="dropdown-item" href="reference.html">Glossary</a></li>
@@ -383,7 +382,6 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <li><a href="08-orchestration.html">Container Orchestration</a></li>
 <li><a href="about.html">About</a></li>
 <li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li>
-<li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li>
 <hr>
 <li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
 <li><a class="dropdown-item" href="reference.html">Glossary</a></li>
@@ -418,10 +416,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-introduction"><p>Content from <a href="introduction.html">Introducing Containers</a></p>
 <hr>
-<p>Last updated on 2024-06-18 |
+<p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/introduction.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
-<p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 20 minutes</p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/introduction.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+<p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 25 minutes</p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -520,8 +518,8 @@ <h3 class="callout-title">What’s Your Experience?</h3>
 programs (including the operating system!), creating a very complex, and
 often fragile system. One change or missing piece may stop the whole
 thing from working or break something that was already running. It’s no
-surprise that this situation is sometimes informally termed “dependency
-hell”.</p>
+surprise that this situation is sometimes informally termed
+<strong>dependency hell</strong>.</p>
 <div id="software-and-science" class="callout discussion">
 <div class="callout-square">
 <i class="callout-icon" data-feather="message-circle"></i>
@@ -555,10 +553,10 @@ <h3 class="callout-title">Software and Science</h3>
 </section><section><h2 class="section-heading" id="what-is-a-container-what-is-docker">What is a Container? What is Docker?<a class="anchor" aria-label="anchor" href="#what-is-a-container-what-is-docker"></a>
 </h2>
 <hr class="half-width">
-<p>[Docker][Docker] is a tool that allows you to build what are called
-“containers.” It’s not the only tool that can create containers, but is
-the one we’ve chosen for this workshop. But what <em>is</em> a
-container?</p>
+<p><a href="https://www.docker.com/" class="external-link">Docker</a> is a tool that allows
+you to build what are called <strong>containers</strong>. It’s not the
+only tool that can create containers, but is the one we’ve chosen for
+this workshop. But what <em>is</em> a container?</p>
 <p>To understand containers, let’s first talk briefly about your
 computer.</p>
 <p>Your computer has some standard pieces that allow it to work – often
@@ -566,8 +564,8 @@ <h3 class="callout-title">Software and Science</h3>
 another is the amount of memory or RAM that your computer can use to
 store information temporarily while running programs; another is the
 hard drive, which can store information over the long-term. All these
-pieces work together to do the “computing” of a computer, but we don’t
-see them because they’re hidden from view (usually).</p>
+pieces work together to do the computing of a computer, but we don’t see
+them because they’re hidden from view (usually).</p>
 <p>Instead, what we see is our desktop, program windows, different
 folders, and files. These all live in what’s called the filesystem.
 Everything on your computer – programs, pictures, documents, the
@@ -590,9 +588,9 @@ <h3 class="callout-title">Software and Science</h3>
 OpenSUSE so you can’t have them on the same system! Again, we really
 want another filesystem (or two) on our computer that we could use to
 chain together <code>WhiskerSpot</code> and <code>PurrLOLing</code> in a
-“pipeline”…</p>
+<strong>computational pipeline</strong>…</p>
 <p>Container systems, like Docker, are special programs on your computer
-that make it possible! The term “container” can be usefully considered
+that make it possible! The term container can be usefully considered
 with reference to shipping containers. Before shipping containers were
 developed, packing and unpacking cargo ships was time consuming and
 error prone, with high potential for different clients’ goods to become
@@ -600,7 +598,7 @@ <h3 class="callout-title">Software and Science</h3>
 stay together, software containers standardize the description and
 creation of a complete software system: you can drop a container into
 any computer with the container software installed (the ‘container
-host’), and it should “just work”.</p>
+host’), and it should <em>just work</em>.</p>
 <div id="virtualization" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -609,7 +607,7 @@ <h3 class="callout-title">Software and Science</h3>
 <h3 class="callout-title">Virtualization</h3>
 <div class="callout-content">
 <p>Containers are an example of what’s called
-<strong>virtualization</strong> – having a second “virtual” computer
+<strong>virtualization</strong> – having a second virtual computer
 running and accessible from a main or <strong>host</strong> computer.
 Another example of virtualization are <strong>virtual machines</strong>
 or VMs. A virtual machine typically contains a whole copy of an
@@ -633,7 +631,7 @@ <h3 class="callout-title">Virtualization</h3>
 relatively unchanging, where cookies come and go. If you want a
 different type of container (cookie) you need a different container
 image (cookie cutter).</p>
-</section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a>
+<figure><img src="../fig/containers-cookie-cutter.png" alt="An image comparing using a cookie cutter to the container workflow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a>
 </h2>
 <hr class="half-width">
 <p>Think back to some of the challenges we described at the beginning.
@@ -713,10 +711,10 @@ <h3 class="callout-title">Key Points</h3>
 </div>
 </section></section><section id="aio-meet-docker"><p>Content from <a href="meet-docker.html">Introducing the Docker Command Line</a></p>
 <hr>
-<p>Last updated on 2024-06-18 |
+<p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/meet-docker.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
-<p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 10 minutes</p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/meet-docker.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+<p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 15 minutes</p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -1143,7 +1141,7 @@ <h3 class="callout-title">Key Points</h3>
 <hr>
 <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/running-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/running-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 30 minutes</p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
@@ -1629,7 +1627,7 @@ <h3 class="callout-title">Key Points</h3>
 <hr>
 <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/managing-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/managing-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 10 minutes</p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
@@ -1870,7 +1868,7 @@ <h3 class="callout-title">Key Points</h3>
 <hr>
 <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/docker-hub.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-hub.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 20 minutes</p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
@@ -2033,7 +2031,7 @@ <h3 class="callout-title">What’s in a name?</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>First, search for <code>rocker</code> in Docker Hub. Then look for
 their <code>tidyverse</code> container image. You can look at the list
@@ -2122,9 +2120,9 @@ <h3 class="callout-title">Key Points</h3>
 </div>
 </section></section><section id="aio-creating-container-images"><p>Content from <a href="creating-container-images.html">Creating Your Own Container Images</a></p>
 <hr>
-<p>Last updated on 2024-06-18 |
+<p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/creating-container-images.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/creating-container-images.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 35 minutes</p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
@@ -2476,11 +2474,11 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <li>
 <strong>Start smart</strong>, or, don’t install everything from
 scratch! If you’re using Python as your main tool, start with a <a href="https://hub.docker.com/_/python" class="external-link">Python container image</a>. Same
-with <a href="https://hub.docker.com/r/rocker/r-ver/" class="external-link">R</a>. We’ve used
-Alpine Linux as an example in this lesson, but it’s generally not a good
-container image to start with for initial development and
-experimentation because it is a less common distribution of Linux; using
-<a href="https://hub.docker.com/_/ubuntu" class="external-link">Ubuntu</a>, <a href="https://hub.docker.com/_/debian" class="external-link">Debian</a> and <a href="https://hub.docker.com/_/centos" class="external-link">CentOS</a> are all good options
+with the <a href="https://hub.docker.com/r/rocker/r-ver/" class="external-link">R programming
+language</a>. We’ve used Alpine Linux as an example in this lesson, but
+it’s generally not a good container image to start with for initial
+development and experimentation because it is a less common distribution
+of Linux; using <a href="https://hub.docker.com/_/ubuntu" class="external-link">Ubuntu</a>, <a href="https://hub.docker.com/_/debian" class="external-link">Debian</a> and <a href="https://hub.docker.com/_/centos" class="external-link">CentOS</a> are all good options
 for scientific software installations. The program you’re using might
 recommend a particular distribution of Linux, and if so, it may be
 useful to start with a container image for that distribution.</li>
@@ -2604,9 +2602,9 @@ <h3 class="callout-title">Key Points</h3>
 </div>
 </section></section><section id="aio-advanced-containers"><p>Content from <a href="advanced-containers.html">Creating More Complex Container Images</a></p>
 <hr>
-<p>Last updated on 2024-06-18 |
+<p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/advanced-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/advanced-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 60 minutes</p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
@@ -2619,7 +2617,10 @@ <h2 class="card-header">Overview</h2>
 <div class="inner">
 <h3 class="card-title">Questions</h3>
 <ul>
-<li>How can I make more complex container images?</li>
+<li><p>How can I add local files (e.g. data files) into container images
+at build time?</p></li>
+<li><p>How can I access files stored on the host system from within a
+running Docker container?</p></li>
 </ul>
 </div>
 </div>
@@ -2666,23 +2667,60 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 called <code>sum.py</code>. Let’s say we wanted to try running the
 script using a container based on our recently created
 <code>alpine-python</code> container image.</p>
-<div id="running-containers" class="callout discussion">
+<div id="running-containers" class="callout challenge">
 <div class="callout-square">
-<i class="callout-icon" data-feather="message-circle"></i>
+<i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="running-containers" class="callout-inner">
 <h3 class="callout-title">Running containers</h3>
 <div class="callout-content">
-<p>What command would we use to run Python from the
+<p>Question: What command would we use to run Python from the
 <code>alpine-python</code> container?</p>
 </div>
 </div>
 </div>
-<p>If we try running the container and Python script, what happens?</p>
+<div id="accordionSolution1" class="accordion challenge-accordion accordion-flush">
+<div class="accordion-item">
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
+  <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
+</button>
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div class="accordion-body">
+<p>We can run a container from the alpine-python container image
+using:</p>
 <div class="codewrapper sourceCode" id="cb2">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">$</span> docker container run alice/alpine-python python3 sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">$</span> docker container run alice/alpine-python</span></code></pre>
+</div>
+<p>What happens? Since the <code>Dockerfile</code> that we built this
+container image from had a <code>CMD</code> entry that specified
+<code>["python3", "--version"]</code>, running the above command simply
+starts a container from the image, runs the
+<code>python3 --version</code> command and exits. You should have seen
+the installed version of Python printed to the terminal.</p>
+<p>Instead, if we want to run an interactive Python terminal, we can use
+<code>docker container run</code> to override the default run command
+embedded within the container image. So we could run:</p>
+<div class="codewrapper sourceCode" id="cb3">
+<h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alice/alpine-python python3</span></code></pre>
+</div>
+<p>The <code>-it</code> tells Docker to set up and interactive terminal
+connection to the running container, and then we’re telling Docker to
+run the <code>python3</code> command inside the container which gives us
+an interactive Python interpreter prompt. <em>(type <code>exit()</code>
+to exit!)</em></p>
+</div>
+</div>
+</div>
+</div>
+<p>If we try running the container and Python script, what happens?</p>
+<div class="codewrapper sourceCode" id="cb4">
+<h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
+</h3>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="ex">$</span> docker container run alice/alpine-python python3 sum.py</span></code></pre>
 </div>
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2696,8 +2734,10 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <div id="no-such-file-or-directory" class="callout-inner">
 <h3 class="callout-title">No such file or directory</h3>
 <div class="callout-content">
-<p>What does the error message mean? Why might the Python inside the
-container not be able to find or open our script?</p>
+<p>Question: What does the error message mean? Why might the Python
+inside the container not be able to find or open our script?</p>
+<p>This question is here for you to think about - we explore the answer
+to this question in the content below.</p>
 </div>
 </div>
 </div>
@@ -2737,10 +2777,10 @@ <h3 class="callout-title">Types of mounts</h3>
 </div>
 </div>
 <p>Let’s try running the command now:</p>
-<div class="codewrapper sourceCode" id="cb4">
+<div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 sum.py</span></code></pre>
 </div>
 <p>But we get the same error!</p>
 <div class="codewrapper">
@@ -2753,10 +2793,10 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 It’s in the directory that’s been mapped to <code>/temp</code> – so we
 need to include that in the path to the script. This command should give
 us what we need:</p>
-<div class="codewrapper sourceCode" id="cb6">
+<div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 /temp/sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb8-1"><a href="#cb8-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp alice/alpine-python python3 /temp/sum.py</span></code></pre>
 </div>
 <p>Note that if we create any files in the <code>/temp</code> directory
 while the container is running, these files will appear on our host
@@ -2802,12 +2842,12 @@ <h3 class="callout-title">Exercise: Explore the script</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution1" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution2" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
-  <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
+  <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>This script comes from <a href="https://wiki.python.org/moin/SimplePrograms" class="external-link">the Python Wiki</a>
 and is set to add all numbers that are passed to it as arguments.</p>
@@ -2828,12 +2868,12 @@ <h3 class="callout-title">Exercise: Checking the options</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution2" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution3" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
-  <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
+  <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>Here’s a breakdown of each piece of the command above</p>
 <ul>
@@ -2871,27 +2911,27 @@ <h3 class="callout-title">Exercise: Interactive jobs</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution3" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution4" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
-  <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
+  <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>The docker command to run the container interactively is:</p>
-<div class="codewrapper sourceCode" id="cb8">
+<div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb8-1"><a href="#cb8-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp <span class="at">-it</span> alice/alpine-python sh</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">--mount</span> type=bind,source=<span class="va">${PWD}</span>,target=/temp <span class="at">-it</span> alice/alpine-python sh</span></code></pre>
 </div>
 <p>Once inside, you should be able to navigate to the <code>/temp</code>
 folder and see that’s contents are the same as the files on your host
 computer:</p>
-<div class="codewrapper sourceCode" id="cb9">
+<div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="ex">/#</span> cd /temp</span>
-<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a><span class="ex">/#</span> ls</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="ex">/#</span> cd /temp</span>
+<span id="cb11-2"><a href="#cb11-2" tabindex="-1"></a><span class="ex">/#</span> ls</span></code></pre>
 </div>
 </div>
 </div>
@@ -2912,15 +2952,15 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 script and want to add it to the container image itself.</p>
 <p>In your shell, you should still be in the <code>sum</code> folder in
 the <code>docker-intro</code> folder.</p>
-<div class="codewrapper sourceCode" id="cb10">
+<div class="codewrapper sourceCode" id="cb12">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="ex">$</span> pwd</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="ex">$</span> pwd</span></code></pre>
 </div>
-<div class="codewrapper sourceCode" id="cb11">
+<div class="codewrapper sourceCode" id="cb13">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="ex">$</span> /Users/yourname/Desktop/docker-intro/sum</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">$</span> /Users/yourname/Desktop/docker-intro/sum</span></code></pre>
 </div>
 <p>Let’s add a new line to the <code>Dockerfile</code> we’ve been using
 so far to create a copy of <code>sum.py</code>. We can do so by using
@@ -2929,10 +2969,10 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <p>This line will cause Docker to copy the file from your computer into
 the container’s filesystem. Let’s build the container image like before,
 but give it a different name:</p>
-<div class="codewrapper sourceCode" id="cb13">
+<div class="codewrapper sourceCode" id="cb15">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alice/alpine-sum .</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alice/alpine-sum .</span></code></pre>
 </div>
 <div id="the-importance-of-command-order-in-a-dockerfile" class="callout">
 <div class="callout-square">
@@ -2972,25 +3012,25 @@ <h3 class="callout-title">Exercise: Did it work?</h3>
 </div>
 </div>
 </div>
-<div id="accordionSolution4" class="accordion challenge-accordion accordion-flush">
+<div id="accordionSolution5" class="accordion challenge-accordion accordion-flush">
 <div class="accordion-item">
-<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
-  <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
+<button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
+  <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>You can start the container interactively like so:</p>
-<div class="codewrapper sourceCode" id="cb14">
+<div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb14-1"><a href="#cb14-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alice/alpine-sum sh</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alice/alpine-sum sh</span></code></pre>
 </div>
 <p>You should be able to run the python command inside the container
 like this:</p>
-<div class="codewrapper sourceCode" id="cb15">
+<div class="codewrapper sourceCode" id="cb17">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="ex">/#</span> python3 /home/sum.py</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb17-1"><a href="#cb17-1" tabindex="-1"></a><span class="ex">/#</span> python3 /home/sum.py</span></code></pre>
 </div>
 </div>
 </div>
@@ -3060,19 +3100,19 @@ <h3 id="make-the-sum-py-script-run-automatically">Make the <code>sum.py</code> s
 # Run the sum.py script as the default command
 CMD ["python3", "/home/sum.py"]</code></pre>
 <p>Build and test it:</p>
-<div class="codewrapper sourceCode" id="cb19">
+<div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v1 .</span>
-<span id="cb19-2"><a href="#cb19-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v1</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb21-1"><a href="#cb21-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v1 .</span>
+<span id="cb21-2"><a href="#cb21-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v1</span></code></pre>
 </div>
 <p>You’ll notice that you can run the container without arguments just
 fine, resulting in <code>sum = 0</code>, but this is boring. Supplying
 arguments however doesn’t work:</p>
-<div class="codewrapper sourceCode" id="cb20">
+<div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb20-1"><a href="#cb20-1" tabindex="-1"></a><span class="ex">docker</span> container run alpine-sum:v1 10 11 12</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb22-1"><a href="#cb22-1" tabindex="-1"></a><span class="ex">docker</span> container run alpine-sum:v1 10 11 12</span></code></pre>
 </div>
 <p>results in</p>
 <div class="codewrapper">
@@ -3102,14 +3142,14 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 # the command-line
 CMD ["10", "11"]</code></pre>
 <p>Build and test it:</p>
-<div class="codewrapper sourceCode" id="cb23">
+<div class="codewrapper sourceCode" id="cb25">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb23-1"><a href="#cb23-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v2 .</span>
-<span id="cb23-2"><a href="#cb23-2" tabindex="-1"></a><span class="co"># Most of the time you are interested in the sum of 10 and 11:</span></span>
-<span id="cb23-3"><a href="#cb23-3" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2</span>
-<span id="cb23-4"><a href="#cb23-4" tabindex="-1"></a><span class="co"># Sometimes you have more challenging calculations to do:</span></span>
-<span id="cb23-5"><a href="#cb23-5" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2 12 13 14</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb25-1"><a href="#cb25-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v2 .</span>
+<span id="cb25-2"><a href="#cb25-2" tabindex="-1"></a><span class="co"># Most of the time you are interested in the sum of 10 and 11:</span></span>
+<span id="cb25-3"><a href="#cb25-3" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2</span>
+<span id="cb25-4"><a href="#cb25-4" tabindex="-1"></a><span class="co"># Sometimes you have more challenging calculations to do:</span></span>
+<span id="cb25-5"><a href="#cb25-5" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v2 12 13 14</span></code></pre>
 </div>
 <div id="overriding-the-entrypoint" class="callout">
 <div class="callout-square">
@@ -3121,10 +3161,10 @@ <h3 class="callout-title">Overriding the ENTRYPOINT</h3>
 <p>Sometimes you don’t want to run the image’s <code>ENTRYPOINT</code>.
 For example if you have a specialized container image that does only
 sums, but you need an interactive shell to examine the container:</p>
-<div class="codewrapper sourceCode" id="cb24">
+<div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb24-1"><a href="#cb24-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alpine-sum:v2 /bin/sh</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb26-1"><a href="#cb26-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> alpine-sum:v2 /bin/sh</span></code></pre>
 </div>
 <p>will yield</p>
 <div class="codewrapper">
@@ -3134,10 +3174,10 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>You need to override the <code>ENTRYPOINT</code> statement in the
 container image like so:</p>
-<div class="codewrapper sourceCode" id="cb26">
+<div class="codewrapper sourceCode" id="cb28">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb26-1"><a href="#cb26-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> <span class="at">--entrypoint</span> /bin/sh alpine-sum:v2</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb28-1"><a href="#cb28-1" tabindex="-1"></a><span class="ex">$</span> docker container run <span class="at">-it</span> <span class="at">--entrypoint</span> /bin/sh alpine-sum:v2</span></code></pre>
 </div>
 </div>
 </div>
@@ -3157,11 +3197,11 @@ <h3 id="add-the-sum-py-script-to-the-path-so-you-can-run-it-directly">Add the <c
 # add /home folder to the PATH
 ENV PATH /home:$PATH</code></pre>
 <p>Build and test it:</p>
-<div class="codewrapper sourceCode" id="cb28">
+<div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb28-1"><a href="#cb28-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v3 .</span>
-<span id="cb28-2"><a href="#cb28-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v3 sum.py 1 2 3 4</span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb30-1"><a href="#cb30-1" tabindex="-1"></a><span class="ex">$</span> docker image build <span class="at">-t</span> alpine-sum:v3 .</span>
+<span id="cb30-2"><a href="#cb30-2" tabindex="-1"></a><span class="ex">$</span> docker container run alpine-sum:v3 sum.py 1 2 3 4</span></code></pre>
 </div>
 <div id="best-practices-for-writing-dockerfiles" class="callout">
 <div class="callout-square">
@@ -3203,10 +3243,10 @@ <h3 class="callout-title">Key Points</h3>
 </div>
 </section></section><section id="aio-docker-image-examples"><p>Content from <a href="docker-image-examples.html">Examples of Using Container Images in Practice</a></p>
 <hr>
-<p>Last updated on 2024-06-18 |
+<p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/docker-image-examples.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
-<p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 20 minutes</p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-image-examples.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+<p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 25 minutes</p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -3240,19 +3280,7 @@ <h3 class="card-title">Objectives</h3>
 workflow.</p>
 <p>You may choose one or more of the following examples to practice
 using containers.</p>
-<section><h2 class="section-heading" id="jekyll-website-example">Jekyll Website Example<a class="anchor" aria-label="anchor" href="#jekyll-website-example"></a>
-</h2>
-<hr class="half-width">
-<p>In this <a href="e02-jekyll-lesson-example.html">Jekyll Website
-example</a>, you can practice rendering this lesson website on your
-computer using the Jekyll static website generator in a Docker
-container. Rendering the website in a container avoids a complicated
-software installation; instead of installing Jekyll and all the other
-tools needed to create the final website, all the work can be done in
-the container. Additionally, when you no longer need to render the
-website, you can easily and cleanly remove the software from your
-computer.</p>
-</section><section><h2 class="section-heading" id="github-actions-example">GitHub Actions Example<a class="anchor" aria-label="anchor" href="#github-actions-example"></a>
+<section><h2 class="section-heading" id="github-actions-example">GitHub Actions Example<a class="anchor" aria-label="anchor" href="#github-actions-example"></a>
 </h2>
 <hr class="half-width">
 <p>In this <a href="e01-github-actions.html">GitHub Actions example</a>,
@@ -3296,7 +3324,8 @@ <h3 class="card-title">Objectives</h3>
 </h2>
 <hr class="half-width">
 <p>Do you have another example of using Docker in a workflow related to
-your field? Please [open a lesson issue] or <a href="https://github.com/carpentries-incubator/docker-introduction/pulls" class="external-link">submit
+your field? Please <a href="https://github.com/carpentries-incubator/docker-introduction/issues/new" class="external-link">open
+a lesson issue</a> or <a href="https://github.com/carpentries-incubator/docker-introduction/pulls" class="external-link">submit
 a pull request</a> to add it to this episode and the extras section of
 the lesson.</p>
 <div id="keypoints1" class="callout keypoints">
@@ -3315,10 +3344,10 @@ <h3 class="callout-title">Key Points</h3>
 </div>
 </section></section><section id="aio-reproduciblity"><p>Content from <a href="reproduciblity.html">Containers in Research Workflows: Reproducibility and Granularity</a></p>
 <hr>
-<p>Last updated on 2024-06-18 |
+<p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/reproduciblity.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
-<p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 20 minutes</p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/reproduciblity.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+<p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 25 minutes</p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -3377,25 +3406,34 @@ <h3 class="callout-title">Work in progress…</h3>
 <p>By <em>reproducibility</em> here we mean the ability of someone else
 (or your future self) being able to reproduce what you did
 computationally at a particular time (be this in research, analysis or
-something else) as closely as possible even if they do not have access
+something else) as closely as possible, even if they do not have access
 to exactly the same hardware resources that you had when you did the
 original work.</p>
+<p>What makes this especially important? With research being
+increasingly digital in nature, more and more of our research outputs
+are a result of the use of software and data processing or analysis.
+With complex software stacks or groups of dependencies often being
+required to run research software, we need approaches to ensure that we
+can make it as easy as possible to recreate an environment in which a
+given research process was undertaken. There many reasons why this
+matters, one example being someone wanting to reproduce the results of a
+publication in order to verify them and then build on that research.</p>
 <p>Some examples of why containers are an attractive technology to help
 with reproducibility include:</p>
 <ul>
-<li>The same computational work can be run across multiple different
-technologies seamlessly (e.g. Windows, macOS, Linux).</li>
+<li>The same computational work can be run seamlessly on different
+operating systems (e.g. Windows, macOS, Linux).</li>
 <li>You can save the exact process that you used for your computational
 work (rather than relying on potentially incomplete notes).</li>
 <li>You can save the exact versions of software and their dependencies
 in the container image.</li>
-<li>You can access legacy versions of software and underlying
+<li>You can provide access to legacy versions of software and underlying
 dependencies which may not be generally available any more.</li>
 <li>Depending on their size, you can also potentially store a copy of
 key data within the container image.</li>
-<li>You can archive and share the container image as well as associating
-a persistent identifier with a container image to allow other
-researchers to reproduce and build on your work.</li>
+<li>You can archive and share a container image as well as associating a
+persistent identifier with it, to allow other researchers to reproduce
+and build on your work.</li>
 </ul></section><section><h2 class="section-heading" id="sharing-images">Sharing images<a class="anchor" aria-label="anchor" href="#sharing-images"></a>
 </h2>
 <hr class="half-width">
@@ -3404,8 +3442,8 @@ <h3 class="callout-title">Work in progress…</h3>
 image, you can point people to its public location and they can download
 and build upon it.</p>
 <p>This is fine for working collaboratively with container images on a
-day-to-day basis but the Docker Hub is not a good option for long time
-archive of container images in support of research and publications
+day-to-day basis but the Docker Hub is not a good option for long-term
+archiving of container images in support of research and publications
 as:</p>
 <ul>
 <li>free accounts have a limit on how long a container image will be
@@ -3476,8 +3514,26 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 the documentation are appropriately linked.</li>
 <li>When you publish work (in whatever way) use an archiving and DOI
 service such as Zenodo to make sure your container image is captured as
-it was used for the work and that is obtains a persistent DOI to allow
-it to be cited and referenced properly.</li>
+it was used for the work and that it is assigned a persistent DOI to
+allow it to be cited and referenced properly.</li>
+<li>Make use of tags when naming your container images, this ensures
+that if you update the image in future, previous versions can be
+retained within a container repository to be easily accessed, if this is
+required.</li>
+<li>A built and archived container image can ensure a persistently
+bundled set of software and dependecies. However, a
+<code>Dockerfile</code> provides a lightweight means of storing a
+container definition that can be used to re-create a container image at
+a later time. If you’re taking this approach, ensure that you specify
+software package and dependency versions within your
+<code>Dockerfile</code> rather than just specifying package names which
+will generally install the most up-to-date version of a package. This
+may be incompatible with other elements of your software stack. Also
+note that storing only a <code>Dockerfile</code> presents
+reproducibility challenges because required versions of packages may not
+be available indefinitely, potentially meaning that you’re unable to
+reproduce the required environment and, hence, the research
+results.</li>
 </ul></section><section><h2 class="section-heading" id="container-granularity">Container Granularity<a class="anchor" aria-label="anchor" href="#container-granularity"></a>
 </h2>
 <hr class="half-width">
@@ -3512,7 +3568,7 @@ <h3 class="callout-title">Positives and negatives</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>This is not an exhaustive list but some of the advantages and
 disadvantages could be:</p>
@@ -3626,12 +3682,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -3660,9 +3716,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/aio.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/aio.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-09-10",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/creating-container-images.html b/instructor/creating-container-images.html
index 25e3c2abf..1d4e4774a 100644
--- a/instructor/creating-container-images.html
+++ b/instructor/creating-container-images.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 40%" class="percentage">
-    40%
+<aside class="col-md-12 lesson-progress"><div style="width: 41%" class="percentage">
+    41%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 40%" aria-valuenow="40" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 41%" aria-valuenow="41" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -322,7 +322,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -358,9 +358,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Creating Your Own Container Images</h1>
-        <p>Last updated on 2024-06-18 |
+        <p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/creating-container-images.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/creating-container-images.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -696,11 +696,11 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <ul><li>
 <strong>Start smart</strong>, or, don’t install everything from
 scratch! If you’re using Python as your main tool, start with a <a href="https://hub.docker.com/_/python" class="external-link">Python container image</a>. Same
-with <a href="https://hub.docker.com/r/rocker/r-ver/" class="external-link">R</a>. We’ve used
-Alpine Linux as an example in this lesson, but it’s generally not a good
-container image to start with for initial development and
-experimentation because it is a less common distribution of Linux; using
-<a href="https://hub.docker.com/_/ubuntu" class="external-link">Ubuntu</a>, <a href="https://hub.docker.com/_/debian" class="external-link">Debian</a> and <a href="https://hub.docker.com/_/centos" class="external-link">CentOS</a> are all good options
+with the <a href="https://hub.docker.com/r/rocker/r-ver/" class="external-link">R programming
+language</a>. We’ve used Alpine Linux as an example in this lesson, but
+it’s generally not a good container image to start with for initial
+development and experimentation because it is a less common distribution
+of Linux; using <a href="https://hub.docker.com/_/ubuntu" class="external-link">Ubuntu</a>, <a href="https://hub.docker.com/_/debian" class="external-link">Debian</a> and <a href="https://hub.docker.com/_/centos" class="external-link">CentOS</a> are all good options
 for scientific software installations. The program you’re using might
 recommend a particular distribution of Linux, and if so, it may be
 useful to start with a container image for that distribution.</li>
@@ -836,12 +836,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/creating-container-images.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/creating-container-images.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -869,9 +869,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/creating-container-images.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/creating-container-images.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/discuss.html b/instructor/discuss.html
index c594348ff..1a40d3dc9 100644
--- a/instructor/discuss.html
+++ b/instructor/discuss.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -306,7 +306,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Discussion</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/learners/discuss.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/learners/discuss.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -382,12 +382,12 @@ <h1>Discussion</h1>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/learners/discuss.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/learners/discuss.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -415,9 +415,9 @@ <h1>Discussion</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/discuss.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/discuss.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/docker-hub.html b/instructor/docker-hub.html
index 71064f237..4f2467745 100644
--- a/instructor/docker-hub.html
+++ b/instructor/docker-hub.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 31%" class="percentage">
-    31%
+<aside class="col-md-12 lesson-progress"><div style="width: 33%" class="percentage">
+    33%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 31%" aria-valuenow="31" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 33%" aria-valuenow="33" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -320,7 +320,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -358,7 +358,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Finding Containers on Docker Hub</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/docker-hub.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-hub.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -516,7 +516,7 @@ <h3 class="callout-title">What’s in a name?</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>First, search for <code>rocker</code> in Docker Hub. Then look for
 their <code>tidyverse</code> container image. You can look at the list
@@ -621,12 +621,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/docker-hub.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-hub.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -654,9 +654,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/docker-hub.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/docker-hub.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/docker-image-examples.html b/instructor/docker-image-examples.html
index 9983757b0..6a169d760 100644
--- a/instructor/docker-image-examples.html
+++ b/instructor/docker-image-examples.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 82%" class="percentage">
-    82%
+<aside class="col-md-12 lesson-progress"><div style="width: 80%" class="percentage">
+    80%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 82%" aria-valuenow="82" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 80%" aria-valuenow="80" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -279,8 +279,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
 
     <div id="flush-collapsecurrent" class="accordion-collapse collapse show" aria-labelledby="flush-headingcurrent" data-bs-parent="#accordionFlushcurrent">
       <div class="accordion-body">
-        <ul><li><a href="#jekyll-website-example">Jekyll Website Example</a></li>
-<li><a href="#github-actions-example">GitHub Actions Example</a></li>
+        <ul><li><a href="#github-actions-example">GitHub Actions Example</a></li>
 <li><a href="#using-containers-on-an-hpc-cluster">Using Containers on an HPC Cluster</a></li>
 <li><a href="#seeking-examples">Seeking Examples</a></li>
         </ul></div><!--/div.accordion-body-->
@@ -320,7 +319,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -356,13 +355,13 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Examples of Using Container Images in Practice</h1>
-        <p>Last updated on 2024-06-18 |
+        <p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/docker-image-examples.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-image-examples.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
-        <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 20 minutes</p>
+        <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 25 minutes</p>
 
         <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
@@ -396,17 +395,7 @@ <h3 class="card-title">Objectives</h3>
 workflow.</p>
 <p>You may choose one or more of the following examples to practice
 using containers.</p>
-<section><h2 class="section-heading" id="jekyll-website-example">Jekyll Website Example<a class="anchor" aria-label="anchor" href="#jekyll-website-example"></a></h2>
-<hr class="half-width"><p>In this <a href="e02-jekyll-lesson-example.html">Jekyll Website
-example</a>, you can practice rendering this lesson website on your
-computer using the Jekyll static website generator in a Docker
-container. Rendering the website in a container avoids a complicated
-software installation; instead of installing Jekyll and all the other
-tools needed to create the final website, all the work can be done in
-the container. Additionally, when you no longer need to render the
-website, you can easily and cleanly remove the software from your
-computer.</p>
-</section><section><h2 class="section-heading" id="github-actions-example">GitHub Actions Example<a class="anchor" aria-label="anchor" href="#github-actions-example"></a></h2>
+<section><h2 class="section-heading" id="github-actions-example">GitHub Actions Example<a class="anchor" aria-label="anchor" href="#github-actions-example"></a></h2>
 <hr class="half-width"><p>In this <a href="e01-github-actions.html">GitHub Actions example</a>,
 you can learn more about continuous integration in the cloud and how you
 can use container images with GitHub to automate repetitive tasks like
@@ -443,7 +432,8 @@ <h3 class="card-title">Objectives</h3>
 with Shifter (and Singularity)”</li>
 </ul></section><section><h2 class="section-heading" id="seeking-examples">Seeking Examples<a class="anchor" aria-label="anchor" href="#seeking-examples"></a></h2>
 <hr class="half-width"><p>Do you have another example of using Docker in a workflow related to
-your field? Please [open a lesson issue] or <a href="https://github.com/carpentries-incubator/docker-introduction/pulls" class="external-link">submit
+your field? Please <a href="https://github.com/carpentries-incubator/docker-introduction/issues/new" class="external-link">open
+a lesson issue</a> or <a href="https://github.com/carpentries-incubator/docker-introduction/pulls" class="external-link">submit
 a pull request</a> to add it to this episode and the extras section of
 the lesson.</p>
 <div id="keypoints1" class="callout keypoints">
@@ -482,12 +472,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/docker-image-examples.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-image-examples.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -515,9 +505,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/docker-image-examples.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/docker-image-examples.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/e01-github-actions.html b/instructor/e01-github-actions.html
index 3a5e6a446..14794c8d6 100644
--- a/instructor/e01-github-actions.html
+++ b/instructor/e01-github-actions.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -306,7 +306,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Using Docker with Github Actions</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/e01-github-actions.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/e01-github-actions.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -613,12 +613,12 @@ <h1 id="reference-material">Reference material<a class="anchor" aria-label="anch
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/instructors/e01-github-actions.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/instructors/e01-github-actions.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -646,9 +646,9 @@ <h1 id="reference-material">Reference material<a class="anchor" aria-label="anch
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/e01-github-actions.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/e01-github-actions.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index fc6aebfa7..45ba0095e 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -126,7 +126,6 @@
 <li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li>
 <li><a class="dropdown-item" href="about.html">About</a></li>
 <li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li>
-<li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li>
 <hr>
 <li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
 <li><a class="dropdown-item" href="reference.html">Glossary</a></li>
@@ -383,7 +382,6 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <li><a href="08-orchestration.html">Container Orchestration</a></li>
 <li><a href="about.html">About</a></li>
 <li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li>
-<li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li>
 <hr>
 <li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
 <li><a class="dropdown-item" href="reference.html">Glossary</a></li>
@@ -417,7 +415,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
         
 <section id="introduction"><h2 class="section-heading"><a href="introduction.html">Introducing Containers</a></h2>
-<hr class="half-width"></section><section id="meet-docker"><h2 class="section-heading"><a href="meet-docker.html">Introducing the Docker Command Line</a></h2>
+<hr class="half-width">
+<h3 id="introduction-figure-1">Figure 1</h3>
+<p aria-hidden="true">Image 1 of 1: ‘An image comparing using a cookie cutter to the container workflow’</p>
+<figure><img src="../fig/containers-cookie-cutter.png" alt="An image comparing using a cookie cutter to the container workflow" class="figure mx-auto d-block"></figure><hr></section><section id="meet-docker"><h2 class="section-heading"><a href="meet-docker.html">Introducing the Docker Command Line</a></h2>
 <hr class="half-width"></section><section id="running-containers"><h2 class="section-heading"><a href="running-containers.html">Exploring and Running Containers</a></h2>
 <hr class="half-width"></section><section id="managing-containers"><h2 class="section-heading"><a href="managing-containers.html">Cleaning Up Containers</a></h2>
 <hr class="half-width"></section><section id="docker-hub"><h2 class="section-heading"><a href="docker-hub.html">Finding Containers on Docker Hub</a></h2>
@@ -438,12 +439,12 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -472,9 +473,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/images.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/images.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-09-10",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 51e6d9933..9b1f202e5 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -310,7 +310,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -391,6 +391,26 @@ <h3 class="callout-title">Prerequisites</h3>
 </ul></div>
 </div>
 </div>
+<div id="target-audience" class="callout">
+<div class="callout-square">
+<i class="callout-icon" data-feather="bell"></i>
+</div>
+<div id="target-audience" class="callout-inner">
+<h3 class="callout-title">Target audience</h3>
+<div class="callout-content">
+<p>This lesson on the use of Docker is intended to be relevant to a wide
+range of researchers, as well as existing and prospective technical
+professionals. It is intended as a beginner level course that is
+suitable for people who have no experience of containers.</p>
+<p>We are aiming to help people who want to develop their knowledge of
+container tooling to help improve reproducibility and support their
+research work, or that of individuals or teams they are working
+with.</p>
+<p>We provide more detail on specific roles that might benefit from this
+course on the <a href="../profiles.html">Learner Profiles</a> page.</p>
+</div>
+</div>
+</div>
 <div id="a-note-about-docker" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -406,8 +426,9 @@ <h3 class="callout-title">A note about Docker</h3>
 and the descriptions and outputs shown match what you will see on your
 own computer, inconsistencies can occur.</p>
 <p>If you spot inconsistencies or encounter any problems, please do
-report them by [opening an issue][open a lesson issue] in the [GitHub
-repository][docker-introduction repository] for this lesson.</p>
+report them by <a href="https://github.com/carpentries-incubator/docker-introduction/issues/new" class="external-link">opening
+an issue</a> in the <a href="https://github.com/carpentries-incubator/docker-introduction" class="external-link">GitHub
+repository</a> for this lesson.</p>
 </div>
 </div>
 </div>
@@ -427,7 +448,7 @@ <h3 class="callout-title">A note about Docker</h3>
 What are containers, and why might they be useful to me?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>00h 20m
+<span class="visually-hidden">Duration: </span>00h 25m
 </td>
 <td>
  2. <a href="meet-docker.html">Introducing the Docker Command Line</a>
@@ -437,7 +458,7 @@ <h3 class="callout-title">A note about Docker</h3>
 with Docker?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>00h 30m
+<span class="visually-hidden">Duration: </span>00h 40m
 </td>
 <td>
  3. <a href="running-containers.html">Exploring and Running
@@ -448,7 +469,7 @@ <h3 class="callout-title">A note about Docker</h3>
 computer?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>01h 00m
+<span class="visually-hidden">Duration: </span>01h 10m
 </td>
 <td>
  4. <a href="managing-containers.html">Cleaning Up Containers</a>
@@ -458,7 +479,7 @@ <h3 class="callout-title">A note about Docker</h3>
 manage my containers and container images?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>01h 10m
+<span class="visually-hidden">Duration: </span>01h 20m
 </td>
 <td>
  5. <a href="docker-hub.html">Finding Containers on Docker Hub</a>
@@ -467,7 +488,7 @@ <h3 class="callout-title">A note about Docker</h3>
 What is the Docker Hub, and why is it useful?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>01h 30m
+<span class="visually-hidden">Duration: </span>01h 40m
 </td>
 <td>
  6. <a href="creating-container-images.html">Creating Your Own Container
@@ -478,17 +499,19 @@ <h3 class="callout-title">A note about Docker</h3>
 ‘recipe’ for a Docker container image?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>02h 05m
+<span class="visually-hidden">Duration: </span>02h 15m
 </td>
 <td>
  7. <a href="advanced-containers.html">Creating More Complex Container
 Images</a>
 </td>
 <td>
-How can I make more complex container images?
+How can I add local files (e.g. data files) into container<br>images at
+build time?<br><br>How can I access files stored on the host system
+from within a running Docker<br>container?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>03h 05m
+<span class="visually-hidden">Duration: </span>03h 15m
 </td>
 <td>
  8. <a href="docker-image-examples.html">Examples of Using Container
@@ -498,7 +521,7 @@ <h3 class="callout-title">A note about Docker</h3>
 How can I use Docker for my own work?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>03h 25m
+<span class="visually-hidden">Duration: </span>03h 40m
 </td>
 <td>
  9. <a href="reproduciblity.html">Containers in Research Workflows:
@@ -510,7 +533,7 @@ <h3 class="callout-title">A note about Docker</h3>
 workflow?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>03h 45m
+<span class="visually-hidden">Duration: </span>04h 05m
 </td>
 <td>
 Finish
@@ -758,12 +781,12 @@ <h3 id="a-quick-tutorial-on-copypasting-file-contents-from-episodes-of-the-lesso
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/index.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/index.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -791,9 +814,9 @@ <h3 id="a-quick-tutorial-on-copypasting-file-contents-from-episodes-of-the-lesso
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/index.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/index.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-09-10",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 73ab2563b..2546ff1b6 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -126,7 +126,6 @@
 <li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li>
 <li><a class="dropdown-item" href="about.html">About</a></li>
 <li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li>
-<li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li>
 <hr>
 <li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
 <li><a class="dropdown-item" href="reference.html">Glossary</a></li>
@@ -383,7 +382,6 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <li><a href="08-orchestration.html">Container Orchestration</a></li>
 <li><a href="about.html">About</a></li>
 <li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li>
-<li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li>
 <hr>
 <li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
 <li><a class="dropdown-item" href="reference.html">Glossary</a></li>
@@ -420,22 +418,24 @@ <h1>Instructor Notes</h1>
 <section><h2 class="section-heading" id="before-teaching-this-lesson">Before Teaching This Lesson<a class="anchor" aria-label="anchor" href="#before-teaching-this-lesson"></a>
 </h2>
 <hr class="half-width">
-<p>[Docker][Docker] and its associated ecosystem is rapidly developing.
-While many core features will be stable, the overall environment changes
-regularly with version updates and new tools for interacting with Docker
-and running containers on different platforms.</p>
+<p><a href="https://www.docker.com/" class="external-link">Docker</a> and its associated
+ecosystem is rapidly developing. While many core features will be
+stable, the overall environment changes regularly with version updates
+and new tools for interacting with Docker and running containers on
+different platforms.</p>
 <p>In particular, there can be differences between macOS, Windows and
 Linux platforms. Updates and changes introduced in Docker releases are
-highlighted in the [Docker release notes][Docker release notes].</p>
+highlighted in the <a href="https://docs.docker.com/release-notes/" class="external-link">Docker release
+notes</a>.</p>
 <p><em>You are strongly advised to run through the lesson content prior
 to teaching the lesson to ensure that everything works as
 expected.</em></p>
-<p>If you experience any issues, please [open an issue][open a lesson
-issue] in the lesson repository describing the problem and platform(s)
-affected. The lesson maintainers will aim to resolve the issue as soon
-as possible but we also welcome the opening of pull requests (linked to
-issues) that resolve anything that doesn’t work as expected with the
-lesson content.</p>
+<p>If you experience any issues, please <a href="https://github.com/carpentries-incubator/docker-introduction/issues/new" class="external-link">open
+an issue</a> in the lesson repository describing the problem and
+platform(s) affected. The lesson maintainers will aim to resolve the
+issue as soon as possible but we also welcome the opening of pull
+requests (linked to issues) that resolve anything that doesn’t work as
+expected with the lesson content.</p>
 </section><section><h2 class="section-heading" id="miscellaneous-tips">Miscellaneous Tips<a class="anchor" aria-label="anchor" href="#miscellaneous-tips"></a>
 </h2>
 <hr class="half-width">
@@ -707,12 +707,12 @@ <h3 id="learner-pathways">Learner Pathways<a class="anchor" aria-label="anchor"
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -741,9 +741,9 @@ <h3 id="learner-pathways">Learner Pathways<a class="anchor" aria-label="anchor"
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/instructor-notes.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/instructor-notes.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-09-10",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/introduction.html b/instructor/introduction.html
index efc3a9248..95554ff6a 100644
--- a/instructor/introduction.html
+++ b/instructor/introduction.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -320,7 +320,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -356,13 +356,13 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Introducing Containers</h1>
-        <p>Last updated on 2024-06-18 |
+        <p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/introduction.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/introduction.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
-        <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 20 minutes</p>
+        <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 25 minutes</p>
 
         <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
@@ -457,8 +457,8 @@ <h3 class="callout-title">What’s Your Experience?</h3>
 programs (including the operating system!), creating a very complex, and
 often fragile system. One change or missing piece may stop the whole
 thing from working or break something that was already running. It’s no
-surprise that this situation is sometimes informally termed “dependency
-hell”.</p>
+surprise that this situation is sometimes informally termed
+<strong>dependency hell</strong>.</p>
 <div id="software-and-science" class="callout discussion">
 <div class="callout-square">
 <i class="callout-icon" data-feather="message-circle"></i>
@@ -488,10 +488,10 @@ <h3 class="callout-title">Software and Science</h3>
 software dependencies and access to resources such as files and
 communications networks in a uniform manner.</p>
 </section><section><h2 class="section-heading" id="what-is-a-container-what-is-docker">What is a Container? What is Docker?<a class="anchor" aria-label="anchor" href="#what-is-a-container-what-is-docker"></a></h2>
-<hr class="half-width"><p>[Docker][Docker] is a tool that allows you to build what are called
-“containers.” It’s not the only tool that can create containers, but is
-the one we’ve chosen for this workshop. But what <em>is</em> a
-container?</p>
+<hr class="half-width"><p><a href="https://www.docker.com/" class="external-link">Docker</a> is a tool that allows
+you to build what are called <strong>containers</strong>. It’s not the
+only tool that can create containers, but is the one we’ve chosen for
+this workshop. But what <em>is</em> a container?</p>
 <p>To understand containers, let’s first talk briefly about your
 computer.</p>
 <p>Your computer has some standard pieces that allow it to work – often
@@ -499,8 +499,8 @@ <h3 class="callout-title">Software and Science</h3>
 another is the amount of memory or RAM that your computer can use to
 store information temporarily while running programs; another is the
 hard drive, which can store information over the long-term. All these
-pieces work together to do the “computing” of a computer, but we don’t
-see them because they’re hidden from view (usually).</p>
+pieces work together to do the computing of a computer, but we don’t see
+them because they’re hidden from view (usually).</p>
 <p>Instead, what we see is our desktop, program windows, different
 folders, and files. These all live in what’s called the filesystem.
 Everything on your computer – programs, pictures, documents, the
@@ -523,9 +523,9 @@ <h3 class="callout-title">Software and Science</h3>
 OpenSUSE so you can’t have them on the same system! Again, we really
 want another filesystem (or two) on our computer that we could use to
 chain together <code>WhiskerSpot</code> and <code>PurrLOLing</code> in a
-“pipeline”…</p>
+<strong>computational pipeline</strong>…</p>
 <p>Container systems, like Docker, are special programs on your computer
-that make it possible! The term “container” can be usefully considered
+that make it possible! The term container can be usefully considered
 with reference to shipping containers. Before shipping containers were
 developed, packing and unpacking cargo ships was time consuming and
 error prone, with high potential for different clients’ goods to become
@@ -533,7 +533,7 @@ <h3 class="callout-title">Software and Science</h3>
 stay together, software containers standardize the description and
 creation of a complete software system: you can drop a container into
 any computer with the container software installed (the ‘container
-host’), and it should “just work”.</p>
+host’), and it should <em>just work</em>.</p>
 <div id="virtualization" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -542,7 +542,7 @@ <h3 class="callout-title">Software and Science</h3>
 <h3 class="callout-title">Virtualization</h3>
 <div class="callout-content">
 <p>Containers are an example of what’s called
-<strong>virtualization</strong> – having a second “virtual” computer
+<strong>virtualization</strong> – having a second virtual computer
 running and accessible from a main or <strong>host</strong> computer.
 Another example of virtualization are <strong>virtual machines</strong>
 or VMs. A virtual machine typically contains a whole copy of an
@@ -566,7 +566,7 @@ <h3 class="callout-title">Virtualization</h3>
 relatively unchanging, where cookies come and go. If you want a
 different type of container (cookie) you need a different container
 image (cookie cutter).</p>
-</section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a></h2>
+<figure><img src="../fig/containers-cookie-cutter.png" alt="An image comparing using a cookie cutter to the container workflow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a></h2>
 <hr class="half-width"><p>Think back to some of the challenges we described at the beginning.
 The many layers of scientific software installations make it hard to
 install and re-install scientific software – which ultimately, hinders
@@ -658,12 +658,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/introduction.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/introduction.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -691,9 +691,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/introduction.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/introduction.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 3f8156524..34630ae3b 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -126,7 +126,6 @@
 <li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li>
 <li><a class="dropdown-item" href="about.html">About</a></li>
 <li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li>
-<li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li>
 <hr>
 <li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
 <li><a class="dropdown-item" href="reference.html">Glossary</a></li>
@@ -383,7 +382,6 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <li><a href="08-orchestration.html">Container Orchestration</a></li>
 <li><a href="about.html">About</a></li>
 <li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li>
-<li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li>
 <hr>
 <li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
 <li><a class="dropdown-item" href="reference.html">Glossary</a></li>
@@ -529,12 +527,12 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -563,9 +561,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/key-points.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/key-points.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-09-10",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/managing-containers.html b/instructor/managing-containers.html
index 62aeff805..e6d9c8e2e 100644
--- a/instructor/managing-containers.html
+++ b/instructor/managing-containers.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 27%" class="percentage">
-    27%
+<aside class="col-md-12 lesson-progress"><div style="width: 29%" class="percentage">
+    29%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 27%" aria-valuenow="27" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 29%" aria-valuenow="29" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -321,7 +321,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -359,7 +359,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Cleaning Up Containers</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/managing-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/managing-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -611,12 +611,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/managing-containers.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/managing-containers.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -644,9 +644,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/managing-containers.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/managing-containers.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/meet-docker.html b/instructor/meet-docker.html
index af62bdefd..3b2b05865 100644
--- a/instructor/meet-docker.html
+++ b/instructor/meet-docker.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 9%" class="percentage">
-    9%
+<aside class="col-md-12 lesson-progress"><div style="width: 10%" class="percentage">
+    10%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 9%" aria-valuenow="9" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 10%" aria-valuenow="10" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -318,7 +318,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -354,13 +354,13 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Introducing the Docker Command Line</h1>
-        <p>Last updated on 2024-06-18 |
+        <p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/meet-docker.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/meet-docker.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
-        <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 10 minutes</p>
+        <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 15 minutes</p>
 
         <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
@@ -799,12 +799,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/meet-docker.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/meet-docker.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -832,9 +832,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/meet-docker.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/meet-docker.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index fdeb5feff..8f322423b 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -306,7 +306,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -328,9 +328,109 @@ <h2 class="accordion-header" id="flush-headingTwelve">
     <main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Learner Profiles</h1>
         
-<p>This is a placeholder file. Please add content here.</p>
 
-      </div>
+<p>Here we provide some example profiles of people who represent the
+target audience for this lesson. These example scenarios are designed to
+give you an idea of the different reasons people might want to learn
+Docker and the types of roles that they might hold.</p>
+<p>The profiles provided here and the individuals described are
+fictional but they represent the lesson developers’ experiences of
+teaching members of the research community about Docker and other
+container technologies over a period of several years. They also
+incorporate feedback from instructors involved in pilot runs of this
+course.</p>
+<p>Note that containers are applicable across a wide range of use cases
+within the research and High Performance Computing communities. These
+profiles are not intended to cover all areas but rather to offer some
+examples of the types of roles people learning this material might hold
+and their reasons for learning about containers.</p>
+<section><h2 class="section-heading" id="individual-learner-profiles">Individual learner profiles<a class="anchor" aria-label="anchor" href="#individual-learner-profiles"></a></h2>
+<hr class="half-width"><p><strong><em>Nelson is a graduate student in
+microbiology.</em></strong> They have experience in running Unix shell
+commands and using libraries in R for the bioinformatics workflows they
+have developed. They are expanding their analysis to run on 3000 genomes
+in 200 samples and they have started to use the local cluster to run
+their workflows. The local research computing facilitator has advised
+them that Docker could be useful for running their workflows on the
+cluster. They’d like to make use of existing containers that other
+bioinformaticians have made so they want to learn how to use Docker.
+They would also be interested in creating their own Docker images for
+other lab members and collaborators to re-use their workflows.</p>
+<p><strong><em>Caitlin is a second year undergraduate in computer
+science examining Docker for the first time.</em></strong> She has heard
+about Docker but does not really know what it achieves or why it is
+useful. She is reasonably confident in using the Unix shell, having used
+it briefly in her first year modules. She is keen to find jump-off
+points to learn more about technical details and alternative
+technologies that are also popular, having heard that container
+technologies are widely used within industry.</p>
+<p><strong><em>Xu, a materials science researcher, wants to package her
+software for release with a paper to help ensure
+reproducibility.</em></strong> She has written some code that makes use
+of a series of Python libraries to undertake analysis of a compound. She
+wants to (or is required to) make her software available as part of the
+paper submission. She understands why Docker is important in helping to
+ensure reproducibility but not the process and low-level detail of
+preparing a container and archiving it to obtain a DOI for inclusion
+with the paper submission.</p>
+<p><strong><em>Bronwyn is a PhD student running Python/R scripts on her
+local laptop/workstation.</em></strong> She is having difficulty getting
+all the tools she needs to work because of conflicting dependencies and
+little experience with package managers. She is also keen to reduce the
+overhead of managing software so she can get on with her thesis
+research. She has heard that Docker might be able to help out but is not
+confident to start exploring this on her own and does not have access to
+any expertise in this within her local research group. She currently
+wants to know how to use preexisting Docker containers but may need to
+create her own containers in the future.</p>
+<p><strong><em>Virat is a grad student who is running an obscure
+bioinformatics tool (from a GitHub repo) that depends on a number of
+other tools that need to be pre-installed .</em></strong> He wants to be
+able to run on multiple resources and have his undergrad assistant use
+the same tools. Virat has command line experience and has struggled his
+way through complex installations but he has no formal CS background -
+he only knows to use containers because a departmental IT person
+suggested it. He is usually working from a Windows computer. He needs to
+understand how to create his own container, use it locally, and train
+his student to use it as well.</p>
+</section><section><h2 class="section-heading" id="group-profiles">Group profiles<a class="anchor" aria-label="anchor" href="#group-profiles"></a></h2>
+<hr class="half-width"><p>In addition to our individual learner profiles above, we also look at
+three more general groups who may want to learn about containers. This
+is intended to help you get a perspective of the different types of
+skills and expertise that learners engaging with this material may
+have:</p>
+<ul><li><p><strong>Researchers:</strong> For researchers, even those based
+in non-computational domains, software is an increasingly important
+element of their day-to-day work. Whether they are writing code or
+installing, configuring and/or running software to support their
+research, they will eventually need to deal with the complexities of
+running software on different platforms, handling complex software
+dependencies and potentially submitting their code and data to
+repositories to support the reproduction of research outputs by other
+researchers, or to meet the requirements of publishers or funders.
+Software container technologies are valuable to help researchers address
+these challenges.</p></li>
+<li><p><strong>RSEs:</strong> RSEs – Research Software Engineers –
+provide software development, training and technical guidance to support
+the development of reliable, maintainable, sustainable research
+software. They will generally have extensive technical skills but they
+may not have experience of working with or managing software containers.
+In addition to working with researchers to help build and package
+software, they are likely to be interested in how containers can help to
+support best practices for the development of research software and
+aspects such as software deployment.</p></li>
+<li><p><strong>Systems professionals:</strong> Systems professionals
+represent the more technical end of our spectrum of learners. They may
+be based within a central IT services environment within a research
+institution or within individual departments or research groups. Their
+work is likely to encompass supporting researchers with effective use of
+infrastructure and they are likely to need to know about managing and
+orchestrating multiple containers in more complex environments. For
+example, they may need to provide database servers, web application
+servers and other services that can be deployed in containerized
+environments to support more straightforward management, maintenance and
+upgradeability.</p></li>
+</ul></section></div>
     </main></div>
 <!-- END  : inst/pkgdown/templates/content-extra.html -->
 
@@ -339,12 +439,12 @@ <h1>Learner Profiles</h1>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -372,9 +472,9 @@ <h1>Learner Profiles</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/profiles.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/profiles.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-09-10",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 2c775d0fc..1d808489a 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -306,7 +306,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -342,9 +342,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Glossary</h1>
-        <p>Last updated on 2024-06-18 |
+        <p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -371,6 +371,14 @@ <h1>Glossary</h1>
 the Carpentries Glossario entry</a>
 </dd>
 <dt>
+Computational pipeline
+</dt>
+<dd>
+A combination of different software tools in a particular order that is
+used to perform a defined set of repeatable operations on different
+input data.
+</dd>
+<dt>
 Container
 </dt>
 <dd>
@@ -567,12 +575,12 @@ <h1>Glossary</h1>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/learners/reference.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/learners/reference.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -600,9 +608,9 @@ <h1>Glossary</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/reference.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/reference.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/reproduciblity.html b/instructor/reproduciblity.html
index 00588df6a..d476822cd 100644
--- a/instructor/reproduciblity.html
+++ b/instructor/reproduciblity.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 91%" class="percentage">
-    91%
+<aside class="col-md-12 lesson-progress"><div style="width: 90%" class="percentage">
+    90%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 91%" aria-valuenow="91" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 90%" aria-valuenow="90" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -322,7 +322,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -358,13 +358,13 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Containers in Research Workflows: Reproducibility and Granularity</h1>
-        <p>Last updated on 2024-06-18 |
+        <p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/reproduciblity.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/reproduciblity.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
-        <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 20 minutes</p>
+        <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 25 minutes</p>
 
         <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
@@ -421,32 +421,41 @@ <h3 class="callout-title">Work in progress…</h3>
 <hr class="half-width"><p>By <em>reproducibility</em> here we mean the ability of someone else
 (or your future self) being able to reproduce what you did
 computationally at a particular time (be this in research, analysis or
-something else) as closely as possible even if they do not have access
+something else) as closely as possible, even if they do not have access
 to exactly the same hardware resources that you had when you did the
 original work.</p>
+<p>What makes this especially important? With research being
+increasingly digital in nature, more and more of our research outputs
+are a result of the use of software and data processing or analysis.
+With complex software stacks or groups of dependencies often being
+required to run research software, we need approaches to ensure that we
+can make it as easy as possible to recreate an environment in which a
+given research process was undertaken. There many reasons why this
+matters, one example being someone wanting to reproduce the results of a
+publication in order to verify them and then build on that research.</p>
 <p>Some examples of why containers are an attractive technology to help
 with reproducibility include:</p>
-<ul><li>The same computational work can be run across multiple different
-technologies seamlessly (e.g. Windows, macOS, Linux).</li>
+<ul><li>The same computational work can be run seamlessly on different
+operating systems (e.g. Windows, macOS, Linux).</li>
 <li>You can save the exact process that you used for your computational
 work (rather than relying on potentially incomplete notes).</li>
 <li>You can save the exact versions of software and their dependencies
 in the container image.</li>
-<li>You can access legacy versions of software and underlying
+<li>You can provide access to legacy versions of software and underlying
 dependencies which may not be generally available any more.</li>
 <li>Depending on their size, you can also potentially store a copy of
 key data within the container image.</li>
-<li>You can archive and share the container image as well as associating
-a persistent identifier with a container image to allow other
-researchers to reproduce and build on your work.</li>
+<li>You can archive and share a container image as well as associating a
+persistent identifier with it, to allow other researchers to reproduce
+and build on your work.</li>
 </ul></section><section><h2 class="section-heading" id="sharing-images">Sharing images<a class="anchor" aria-label="anchor" href="#sharing-images"></a></h2>
 <hr class="half-width"><p>As we have already seen, the Docker Hub provides a platform for
 sharing container images publicly. Once you have uploaded a container
 image, you can point people to its public location and they can download
 and build upon it.</p>
 <p>This is fine for working collaboratively with container images on a
-day-to-day basis but the Docker Hub is not a good option for long time
-archive of container images in support of research and publications
+day-to-day basis but the Docker Hub is not a good option for long-term
+archiving of container images in support of research and publications
 as:</p>
 <ul><li>free accounts have a limit on how long a container image will be
 hosted if it is not updated</li>
@@ -509,8 +518,26 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 the documentation are appropriately linked.</li>
 <li>When you publish work (in whatever way) use an archiving and DOI
 service such as Zenodo to make sure your container image is captured as
-it was used for the work and that is obtains a persistent DOI to allow
-it to be cited and referenced properly.</li>
+it was used for the work and that it is assigned a persistent DOI to
+allow it to be cited and referenced properly.</li>
+<li>Make use of tags when naming your container images, this ensures
+that if you update the image in future, previous versions can be
+retained within a container repository to be easily accessed, if this is
+required.</li>
+<li>A built and archived container image can ensure a persistently
+bundled set of software and dependecies. However, a
+<code>Dockerfile</code> provides a lightweight means of storing a
+container definition that can be used to re-create a container image at
+a later time. If you’re taking this approach, ensure that you specify
+software package and dependency versions within your
+<code>Dockerfile</code> rather than just specifying package names which
+will generally install the most up-to-date version of a package. This
+may be incompatible with other elements of your software stack. Also
+note that storing only a <code>Dockerfile</code> presents
+reproducibility challenges because required versions of packages may not
+be available indefinitely, potentially meaning that you’re unable to
+reproduce the required environment and, hence, the research
+results.</li>
 </ul></section><section><h2 class="section-heading" id="container-granularity">Container Granularity<a class="anchor" aria-label="anchor" href="#container-granularity"></a></h2>
 <hr class="half-width"><p>As mentioned above, one of the decisions you may need to make when
 containerising your research workflows is what level of
@@ -541,7 +568,7 @@ <h3 class="callout-title">Positives and negatives</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>This is not an exhaustive list but some of the advantages and
 disadvantages could be:</p>
@@ -646,12 +673,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/reproduciblity.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/reproduciblity.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -679,9 +706,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/reproduciblity.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/reproduciblity.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/instructor/running-containers.html b/instructor/running-containers.html
index f025b728b..222228df8 100644
--- a/instructor/running-containers.html
+++ b/instructor/running-containers.html
@@ -99,7 +99,7 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a class="dropdown-item" href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><li><a class="dropdown-item" href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a class="dropdown-item" href="08-orchestration.html">Container Orchestration</a></li><li><a class="dropdown-item" href="about.html">About</a></li><li><a class="dropdown-item" href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
           </ul></li>
       </ul></div>
     <!--
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 13%" class="percentage">
-    13%
+<aside class="col-md-12 lesson-progress"><div style="width: 16%" class="percentage">
+    16%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 13%" aria-valuenow="13" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 16%" aria-valuenow="16" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -321,7 +321,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><li><a href="e02-jekyll-lesson-example.html">Using Docker with Jekyll - Containers Used in Generating this Lesson</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
+                      <li><a href="06-containers-on-the-cloud.html">Creating Containers on the Cloud</a></li><li><a href="08-orchestration.html">Container Orchestration</a></li><li><a href="about.html">About</a></li><li><a href="e01-github-actions.html">Using Docker with Github Actions</a></li><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Glossary</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -359,7 +359,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Exploring and Running Containers</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/running-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/running-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -841,12 +841,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/running-containers.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/running-containers.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -874,9 +874,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor/running-containers.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/running-containers.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/introduction.html b/introduction.html
index 048f9c699..e3157680e 100644
--- a/introduction.html
+++ b/introduction.html
@@ -356,9 +356,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Introducing Containers</h1>
-        <p>Last updated on 2024-06-18 |
+        <p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/introduction.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/introduction.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -455,8 +455,8 @@ <h3 class="callout-title">What’s Your Experience?</h3>
 programs (including the operating system!), creating a very complex, and
 often fragile system. One change or missing piece may stop the whole
 thing from working or break something that was already running. It’s no
-surprise that this situation is sometimes informally termed “dependency
-hell”.</p>
+surprise that this situation is sometimes informally termed
+<strong>dependency hell</strong>.</p>
 <div id="software-and-science" class="callout discussion">
 <div class="callout-square">
 <i class="callout-icon" data-feather="message-circle"></i>
@@ -486,10 +486,10 @@ <h3 class="callout-title">Software and Science</h3>
 software dependencies and access to resources such as files and
 communications networks in a uniform manner.</p>
 </section><section><h2 class="section-heading" id="what-is-a-container-what-is-docker">What is a Container? What is Docker?<a class="anchor" aria-label="anchor" href="#what-is-a-container-what-is-docker"></a></h2>
-<hr class="half-width"><p>[Docker][Docker] is a tool that allows you to build what are called
-“containers.” It’s not the only tool that can create containers, but is
-the one we’ve chosen for this workshop. But what <em>is</em> a
-container?</p>
+<hr class="half-width"><p><a href="https://www.docker.com/" class="external-link">Docker</a> is a tool that allows
+you to build what are called <strong>containers</strong>. It’s not the
+only tool that can create containers, but is the one we’ve chosen for
+this workshop. But what <em>is</em> a container?</p>
 <p>To understand containers, let’s first talk briefly about your
 computer.</p>
 <p>Your computer has some standard pieces that allow it to work – often
@@ -497,8 +497,8 @@ <h3 class="callout-title">Software and Science</h3>
 another is the amount of memory or RAM that your computer can use to
 store information temporarily while running programs; another is the
 hard drive, which can store information over the long-term. All these
-pieces work together to do the “computing” of a computer, but we don’t
-see them because they’re hidden from view (usually).</p>
+pieces work together to do the computing of a computer, but we don’t see
+them because they’re hidden from view (usually).</p>
 <p>Instead, what we see is our desktop, program windows, different
 folders, and files. These all live in what’s called the filesystem.
 Everything on your computer – programs, pictures, documents, the
@@ -521,9 +521,9 @@ <h3 class="callout-title">Software and Science</h3>
 OpenSUSE so you can’t have them on the same system! Again, we really
 want another filesystem (or two) on our computer that we could use to
 chain together <code>WhiskerSpot</code> and <code>PurrLOLing</code> in a
-“pipeline”…</p>
+<strong>computational pipeline</strong>…</p>
 <p>Container systems, like Docker, are special programs on your computer
-that make it possible! The term “container” can be usefully considered
+that make it possible! The term container can be usefully considered
 with reference to shipping containers. Before shipping containers were
 developed, packing and unpacking cargo ships was time consuming and
 error prone, with high potential for different clients’ goods to become
@@ -531,7 +531,7 @@ <h3 class="callout-title">Software and Science</h3>
 stay together, software containers standardize the description and
 creation of a complete software system: you can drop a container into
 any computer with the container software installed (the ‘container
-host’), and it should “just work”.</p>
+host’), and it should <em>just work</em>.</p>
 <div id="virtualization" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -540,7 +540,7 @@ <h3 class="callout-title">Software and Science</h3>
 <h3 class="callout-title">Virtualization</h3>
 <div class="callout-content">
 <p>Containers are an example of what’s called
-<strong>virtualization</strong> – having a second “virtual” computer
+<strong>virtualization</strong> – having a second virtual computer
 running and accessible from a main or <strong>host</strong> computer.
 Another example of virtualization are <strong>virtual machines</strong>
 or VMs. A virtual machine typically contains a whole copy of an
@@ -564,7 +564,7 @@ <h3 class="callout-title">Virtualization</h3>
 relatively unchanging, where cookies come and go. If you want a
 different type of container (cookie) you need a different container
 image (cookie cutter).</p>
-</section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a></h2>
+<figure><img src="fig/containers-cookie-cutter.png" alt="An image comparing using a cookie cutter to the container workflow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a></h2>
 <hr class="half-width"><p>Think back to some of the challenges we described at the beginning.
 The many layers of scientific software installations make it hard to
 install and re-install scientific software – which ultimately, hinders
@@ -656,12 +656,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/introduction.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/introduction.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -689,9 +689,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/introduction.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/introduction.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 958857037..9676fca05 100644
--- a/key-points.html
+++ b/key-points.html
@@ -517,12 +517,12 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -551,9 +551,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/key-points.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/key-points.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-09-10",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/managing-containers.html b/managing-containers.html
index e8bc91979..9b422ad53 100644
--- a/managing-containers.html
+++ b/managing-containers.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 27%" class="percentage">
-    27%
+<aside class="col-md-12 lesson-progress"><div style="width: 29%" class="percentage">
+    29%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 27%" aria-valuenow="27" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 29%" aria-valuenow="29" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -359,7 +359,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Cleaning Up Containers</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/managing-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/managing-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -609,12 +609,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/managing-containers.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/managing-containers.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -642,9 +642,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/managing-containers.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/managing-containers.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/md5sum.txt b/md5sum.txt
index 8d389668a..a6d5da2f4 100644
--- a/md5sum.txt
+++ b/md5sum.txt
@@ -1,26 +1,25 @@
 "file" "checksum" "built" "date"
-"_includes/links.md" "00995287cb95631827a4f30cbe5a7722" "site/built/links.md" "2024-06-18"
 "CODE_OF_CONDUCT.md" "c93c83c630db2fe2462240bf72552548" "site/built/CODE_OF_CONDUCT.md" "2024-06-18"
 "LICENSE.md" "b24ebbb41b14ca25cf6b8216dda83e5f" "site/built/LICENSE.md" "2024-06-18"
 "aio.md" "bbb0f59db3ef6dccf60fb4a7a86d3020" "site/built/aio.md" "2024-06-18"
-"config.yaml" "28f89e9f394f5402f63d265a525fe80d" "site/built/config.yaml" "2024-06-18"
-"index.md" "a0429c3e89b940ea353978606add384b" "site/built/index.md" "2024-06-18"
-"episodes/introduction.md" "65acbc9eee4951ed8a2bf60b8e5614c5" "site/built/introduction.md" "2024-06-18"
-"episodes/meet-docker.md" "785f6d0573883fc559577e1b4a1ad910" "site/built/meet-docker.md" "2024-06-18"
+"config.yaml" "54be1fabc599404a592c83552a49916f" "site/built/config.yaml" "2024-09-12"
+"index.md" "16a0cc69e6e31090b65bec6484cdf513" "site/built/index.md" "2024-09-12"
+"links.md" "00995287cb95631827a4f30cbe5a7722" "site/built/links.md" "2024-09-12"
+"episodes/introduction.md" "fbd6c719d897bfa342d976928b942d56" "site/built/introduction.md" "2024-09-12"
+"episodes/meet-docker.md" "36a6daa2e4727a8ce88db8a4a1a0fa88" "site/built/meet-docker.md" "2024-09-12"
 "episodes/running-containers.md" "4bd40434e9fee516256b848e2a423f5a" "site/built/running-containers.md" "2024-06-18"
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-"episodes/reproduciblity.md" "2e50d4da932a7934c1ed2a4180c118ef" "site/built/reproduciblity.md" "2024-06-18"
+"episodes/creating-container-images.md" "1c4f5343cd4e6e32f49c7105b879cd46" "site/built/creating-container-images.md" "2024-09-12"
+"episodes/advanced-containers.md" "a7bce20bf3222a7ac60363800526990d" "site/built/advanced-containers.md" "2024-09-12"
+"episodes/docker-image-examples.md" "caddfa3f2785fee60367ae05d100920a" "site/built/docker-image-examples.md" "2024-09-12"
+"episodes/reproduciblity.md" "55087b4f3997a95e2a5c5d6f9fd8cb7a" "site/built/reproduciblity.md" "2024-09-12"
 "instructors/06-containers-on-the-cloud.md" "6838e441f1869570ec5313bc72e85eb4" "site/built/06-containers-on-the-cloud.md" "2024-06-18"
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diff --git a/meet-docker.html b/meet-docker.html
index 336486498..7ce8dcc50 100644
--- a/meet-docker.html
+++ b/meet-docker.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 9%" class="percentage">
-    9%
+<aside class="col-md-12 lesson-progress"><div style="width: 10%" class="percentage">
+    10%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 9%" aria-valuenow="9" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 10%" aria-valuenow="10" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -354,9 +354,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Introducing the Docker Command Line</h1>
-        <p>Last updated on 2024-06-18 |
+        <p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/meet-docker.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/meet-docker.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -797,12 +797,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/meet-docker.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/meet-docker.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -830,9 +830,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/meet-docker.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/meet-docker.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 063747f68..8a57badfd 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.0
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-09-10T00:55Z
+last_built: 2024-09-12T05:35Z
diff --git a/profiles.html b/profiles.html
index ee109a458..eed0b13bf 100644
--- a/profiles.html
+++ b/profiles.html
@@ -328,9 +328,109 @@ <h2 class="accordion-header" id="flush-headingTwelve">
     <main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Learner Profiles</h1>
         
-<p>This is a placeholder file. Please add content here.</p>
 
-      </div>
+<p>Here we provide some example profiles of people who represent the
+target audience for this lesson. These example scenarios are designed to
+give you an idea of the different reasons people might want to learn
+Docker and the types of roles that they might hold.</p>
+<p>The profiles provided here and the individuals described are
+fictional but they represent the lesson developers’ experiences of
+teaching members of the research community about Docker and other
+container technologies over a period of several years. They also
+incorporate feedback from instructors involved in pilot runs of this
+course.</p>
+<p>Note that containers are applicable across a wide range of use cases
+within the research and High Performance Computing communities. These
+profiles are not intended to cover all areas but rather to offer some
+examples of the types of roles people learning this material might hold
+and their reasons for learning about containers.</p>
+<section><h2 class="section-heading" id="individual-learner-profiles">Individual learner profiles<a class="anchor" aria-label="anchor" href="#individual-learner-profiles"></a></h2>
+<hr class="half-width"><p><strong><em>Nelson is a graduate student in
+microbiology.</em></strong> They have experience in running Unix shell
+commands and using libraries in R for the bioinformatics workflows they
+have developed. They are expanding their analysis to run on 3000 genomes
+in 200 samples and they have started to use the local cluster to run
+their workflows. The local research computing facilitator has advised
+them that Docker could be useful for running their workflows on the
+cluster. They’d like to make use of existing containers that other
+bioinformaticians have made so they want to learn how to use Docker.
+They would also be interested in creating their own Docker images for
+other lab members and collaborators to re-use their workflows.</p>
+<p><strong><em>Caitlin is a second year undergraduate in computer
+science examining Docker for the first time.</em></strong> She has heard
+about Docker but does not really know what it achieves or why it is
+useful. She is reasonably confident in using the Unix shell, having used
+it briefly in her first year modules. She is keen to find jump-off
+points to learn more about technical details and alternative
+technologies that are also popular, having heard that container
+technologies are widely used within industry.</p>
+<p><strong><em>Xu, a materials science researcher, wants to package her
+software for release with a paper to help ensure
+reproducibility.</em></strong> She has written some code that makes use
+of a series of Python libraries to undertake analysis of a compound. She
+wants to (or is required to) make her software available as part of the
+paper submission. She understands why Docker is important in helping to
+ensure reproducibility but not the process and low-level detail of
+preparing a container and archiving it to obtain a DOI for inclusion
+with the paper submission.</p>
+<p><strong><em>Bronwyn is a PhD student running Python/R scripts on her
+local laptop/workstation.</em></strong> She is having difficulty getting
+all the tools she needs to work because of conflicting dependencies and
+little experience with package managers. She is also keen to reduce the
+overhead of managing software so she can get on with her thesis
+research. She has heard that Docker might be able to help out but is not
+confident to start exploring this on her own and does not have access to
+any expertise in this within her local research group. She currently
+wants to know how to use preexisting Docker containers but may need to
+create her own containers in the future.</p>
+<p><strong><em>Virat is a grad student who is running an obscure
+bioinformatics tool (from a GitHub repo) that depends on a number of
+other tools that need to be pre-installed .</em></strong> He wants to be
+able to run on multiple resources and have his undergrad assistant use
+the same tools. Virat has command line experience and has struggled his
+way through complex installations but he has no formal CS background -
+he only knows to use containers because a departmental IT person
+suggested it. He is usually working from a Windows computer. He needs to
+understand how to create his own container, use it locally, and train
+his student to use it as well.</p>
+</section><section><h2 class="section-heading" id="group-profiles">Group profiles<a class="anchor" aria-label="anchor" href="#group-profiles"></a></h2>
+<hr class="half-width"><p>In addition to our individual learner profiles above, we also look at
+three more general groups who may want to learn about containers. This
+is intended to help you get a perspective of the different types of
+skills and expertise that learners engaging with this material may
+have:</p>
+<ul><li><p><strong>Researchers:</strong> For researchers, even those based
+in non-computational domains, software is an increasingly important
+element of their day-to-day work. Whether they are writing code or
+installing, configuring and/or running software to support their
+research, they will eventually need to deal with the complexities of
+running software on different platforms, handling complex software
+dependencies and potentially submitting their code and data to
+repositories to support the reproduction of research outputs by other
+researchers, or to meet the requirements of publishers or funders.
+Software container technologies are valuable to help researchers address
+these challenges.</p></li>
+<li><p><strong>RSEs:</strong> RSEs – Research Software Engineers –
+provide software development, training and technical guidance to support
+the development of reliable, maintainable, sustainable research
+software. They will generally have extensive technical skills but they
+may not have experience of working with or managing software containers.
+In addition to working with researchers to help build and package
+software, they are likely to be interested in how containers can help to
+support best practices for the development of research software and
+aspects such as software deployment.</p></li>
+<li><p><strong>Systems professionals:</strong> Systems professionals
+represent the more technical end of our spectrum of learners. They may
+be based within a central IT services environment within a research
+institution or within individual departments or research groups. Their
+work is likely to encompass supporting researchers with effective use of
+infrastructure and they are likely to need to know about managing and
+orchestrating multiple containers in more complex environments. For
+example, they may need to provide database servers, web application
+servers and other services that can be deployed in containerized
+environments to support more straightforward management, maintenance and
+upgradeability.</p></li>
+</ul></section></div>
     </main></div>
 <!-- END  : inst/pkgdown/templates/content-extra.html -->
 
@@ -339,12 +439,12 @@ <h1>Learner Profiles</h1>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/README.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -372,9 +472,9 @@ <h1>Learner Profiles</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/profiles.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/profiles.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-09-10",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 285b6eb7c..68fee4395 100644
--- a/reference.html
+++ b/reference.html
@@ -342,9 +342,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Glossary</h1>
-        <p>Last updated on 2024-06-18 |
+        <p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -369,6 +369,14 @@ <h1>Glossary</h1>
 the Carpentries Glossario entry</a>
 </dd>
 <dt>
+Computational pipeline
+</dt>
+<dd>
+A combination of different software tools in a particular order that is
+used to perform a defined set of repeatable operations on different
+input data.
+</dd>
+<dt>
 Container
 </dt>
 <dd>
@@ -565,12 +573,12 @@ <h1>Glossary</h1>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/learners/reference.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/learners/reference.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -598,9 +606,9 @@ <h1>Glossary</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/reference.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/reference.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/reproduciblity.html b/reproduciblity.html
index 5465c308c..d4c2708ee 100644
--- a/reproduciblity.html
+++ b/reproduciblity.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 91%" class="percentage">
-    91%
+<aside class="col-md-12 lesson-progress"><div style="width: 90%" class="percentage">
+    90%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 91%" aria-valuenow="91" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 90%" aria-valuenow="90" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -358,9 +358,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Containers in Research Workflows: Reproducibility and Granularity</h1>
-        <p>Last updated on 2024-06-18 |
+        <p>Last updated on 2024-09-12 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/reproduciblity.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/reproduciblity.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -419,32 +419,41 @@ <h3 class="callout-title">Work in progress…</h3>
 <hr class="half-width"><p>By <em>reproducibility</em> here we mean the ability of someone else
 (or your future self) being able to reproduce what you did
 computationally at a particular time (be this in research, analysis or
-something else) as closely as possible even if they do not have access
+something else) as closely as possible, even if they do not have access
 to exactly the same hardware resources that you had when you did the
 original work.</p>
+<p>What makes this especially important? With research being
+increasingly digital in nature, more and more of our research outputs
+are a result of the use of software and data processing or analysis.
+With complex software stacks or groups of dependencies often being
+required to run research software, we need approaches to ensure that we
+can make it as easy as possible to recreate an environment in which a
+given research process was undertaken. There many reasons why this
+matters, one example being someone wanting to reproduce the results of a
+publication in order to verify them and then build on that research.</p>
 <p>Some examples of why containers are an attractive technology to help
 with reproducibility include:</p>
-<ul><li>The same computational work can be run across multiple different
-technologies seamlessly (e.g. Windows, macOS, Linux).</li>
+<ul><li>The same computational work can be run seamlessly on different
+operating systems (e.g. Windows, macOS, Linux).</li>
 <li>You can save the exact process that you used for your computational
 work (rather than relying on potentially incomplete notes).</li>
 <li>You can save the exact versions of software and their dependencies
 in the container image.</li>
-<li>You can access legacy versions of software and underlying
+<li>You can provide access to legacy versions of software and underlying
 dependencies which may not be generally available any more.</li>
 <li>Depending on their size, you can also potentially store a copy of
 key data within the container image.</li>
-<li>You can archive and share the container image as well as associating
-a persistent identifier with a container image to allow other
-researchers to reproduce and build on your work.</li>
+<li>You can archive and share a container image as well as associating a
+persistent identifier with it, to allow other researchers to reproduce
+and build on your work.</li>
 </ul></section><section><h2 class="section-heading" id="sharing-images">Sharing images<a class="anchor" aria-label="anchor" href="#sharing-images"></a></h2>
 <hr class="half-width"><p>As we have already seen, the Docker Hub provides a platform for
 sharing container images publicly. Once you have uploaded a container
 image, you can point people to its public location and they can download
 and build upon it.</p>
 <p>This is fine for working collaboratively with container images on a
-day-to-day basis but the Docker Hub is not a good option for long time
-archive of container images in support of research and publications
+day-to-day basis but the Docker Hub is not a good option for long-term
+archiving of container images in support of research and publications
 as:</p>
 <ul><li>free accounts have a limit on how long a container image will be
 hosted if it is not updated</li>
@@ -507,8 +516,26 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 the documentation are appropriately linked.</li>
 <li>When you publish work (in whatever way) use an archiving and DOI
 service such as Zenodo to make sure your container image is captured as
-it was used for the work and that is obtains a persistent DOI to allow
-it to be cited and referenced properly.</li>
+it was used for the work and that it is assigned a persistent DOI to
+allow it to be cited and referenced properly.</li>
+<li>Make use of tags when naming your container images, this ensures
+that if you update the image in future, previous versions can be
+retained within a container repository to be easily accessed, if this is
+required.</li>
+<li>A built and archived container image can ensure a persistently
+bundled set of software and dependecies. However, a
+<code>Dockerfile</code> provides a lightweight means of storing a
+container definition that can be used to re-create a container image at
+a later time. If you’re taking this approach, ensure that you specify
+software package and dependency versions within your
+<code>Dockerfile</code> rather than just specifying package names which
+will generally install the most up-to-date version of a package. This
+may be incompatible with other elements of your software stack. Also
+note that storing only a <code>Dockerfile</code> presents
+reproducibility challenges because required versions of packages may not
+be available indefinitely, potentially meaning that you’re unable to
+reproduce the required environment and, hence, the research
+results.</li>
 </ul></section><section><h2 class="section-heading" id="container-granularity">Container Granularity<a class="anchor" aria-label="anchor" href="#container-granularity"></a></h2>
 <hr class="half-width"><p>As mentioned above, one of the decisions you may need to make when
 containerising your research workflows is what level of
@@ -539,7 +566,7 @@ <h3 class="callout-title">Positives and negatives</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>This is not an exhaustive list but some of the advantages and
 disadvantages could be:</p>
@@ -644,12 +671,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/reproduciblity.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/reproduciblity.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -677,9 +704,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/reproduciblity.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/reproduciblity.html",
-  "dateCreated": "2024-06-18",
-  "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "dateCreated": "2024-08-16",
+  "dateModified": "2024-09-12",
+  "datePublished": "2024-09-12"
 }
 
   </script><script>
diff --git a/running-containers.html b/running-containers.html
index dac43912b..073a62978 100644
--- a/running-containers.html
+++ b/running-containers.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 13%" class="percentage">
-    13%
+<aside class="col-md-12 lesson-progress"><div style="width: 16%" class="percentage">
+    16%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 13%" aria-valuenow="13" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 16%" aria-valuenow="16" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -359,7 +359,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Exploring and Running Containers</h1>
         <p>Last updated on 2024-06-18 |
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/running-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/running-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
 
 
@@ -839,12 +839,12 @@ <h3 class="callout-title">Key Points</h3>
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
 
-        <a href="https://github.com/fishtree-attempt/docker-introduction/edit/main/episodes/running-containers.md" class="external-link">Edit on GitHub</a>
+        <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/running-containers.md" class="external-link">Edit on GitHub</a>
 
 	
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
-        | <a href="https://github.com/fishtree-attempt/docker-introduction/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/fishtree-attempt/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
+        | <a href="https://github.com/carpentries-incubator/docker-introduction/" class="external-link">Source</a></p>
+				<p><a href="https://github.com/carpentries-incubator/docker-introduction/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:docker-introduction+admins@lists.carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
 
@@ -872,9 +872,9 @@ <h3 class="callout-title">Key Points</h3>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/running-containers.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/running-containers.html",
-  "dateCreated": "2024-06-18",
+  "dateCreated": "2024-08-16",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-09-10"
+  "datePublished": "2024-09-12"
 }
 
   </script><script>