diff --git a/404.html b/404.html
index 7e985190..c391b66b 100644
--- a/404.html
+++ b/404.html
@@ -316,7 +316,7 @@ <h1>Page not found</h1>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -338,8 +338,8 @@ <h1>Page not found</h1>
   "url": "https://joelnitta.github.io/targets-workshop/404.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/404.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-08-08",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index bb08cd44..5ae282d8 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -283,7 +283,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Contributor Code of Conduct</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -339,7 +339,7 @@ <h1>Contributor Code of Conduct</h1>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -361,8 +361,8 @@ <h1>Contributor Code of Conduct</h1>
   "url": "https://joelnitta.github.io/targets-workshop/CODE_OF_CONDUCT.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/CODE_OF_CONDUCT.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index c0b9bfa2..7706ca5d 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -283,7 +283,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Licenses</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -390,7 +390,7 @@ <h1>Licenses</h1>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -412,8 +412,8 @@ <h1>Licenses</h1>
   "url": "https://joelnitta.github.io/targets-workshop/LICENSE.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/LICENSE.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 718a7e5c..91377382 100644
--- a/aio.html
+++ b/aio.html
@@ -351,7 +351,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-introduction"><p>Content from <a href="introduction.html">Introduction</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/introduction.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -523,7 +523,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </section></section><section id="aio-basic-targets"><p>Content from <a href="basic-targets.html">First targets Workflow</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/basic-targets.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -861,13 +861,13 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target penguins_csv_file
-● built target penguins_csv_file [0.002 seconds]
-▶ start target penguins_data_raw
-● built target penguins_data_raw [0.148 seconds]
-▶ start target penguins_data
-● built target penguins_data [0.011 seconds]
-▶ end pipeline [0.244 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target penguins_csv_file
+• built target penguins_csv_file [0.003 seconds]
+• start target penguins_data_raw
+• built target penguins_data_raw [0.33 seconds]
+• start target penguins_data
+• built target penguins_data [0.012 seconds]
+• end pipeline [0.45 seconds]</code></pre>
 </div>
 <p>Congratulations, you’ve run your first workflow with
 <code>targets</code>!</p>
@@ -899,7 +899,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </section></section><section id="aio-cache"><p>Content from <a href="cache.html">Loading Workflow Objects</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/cache.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -1083,7 +1083,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </section></section><section id="aio-lifecycle"><p>Content from <a href="lifecycle.html">The Workflow Lifecycle</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/lifecycle.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -1137,7 +1137,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-✔ skip pipeline [0.063 seconds]</code></pre>
+✔ skip pipeline [0.088 seconds]</code></pre>
 </div>
 <p>Remember how the first time we ran the pipeline, <code>targets</code>
 printed out a list of each target as it was being built?</p>
@@ -1182,9 +1182,9 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
-▶ start target penguins_data
-● built target penguins_data [0.022 seconds]
-▶ end pipeline [0.112 seconds]</code></pre>
+• start target penguins_data
+• built target penguins_data [0.024 seconds]
+• end pipeline [0.144 seconds]</code></pre>
 </div>
 <p>What happened?</p>
 <p>This time, it skipped <code>penguins_csv_file</code> and
@@ -1213,7 +1213,7 @@ <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>With <code>tar_read(penguins_data</code>) or by running
 <code>tar_load(penguins_data)</code> followed by
@@ -1317,7 +1317,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Light blue indicates the target is out of date.</p>
 <p>Depending on how you modified the code, any or all of the targets may
@@ -1428,7 +1428,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-✔ skip pipeline [0.056 seconds]</code></pre>
+✔ skip pipeline [0.079 seconds]</code></pre>
 </div>
 <p>Let’s invalidate <code>penguins_data</code> and run it again:</p>
 <div class="codewrapper sourceCode" id="cb13">
@@ -1443,9 +1443,9 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
-▶ start target penguins_data
-● built target penguins_data [0.02 seconds]
-▶ end pipeline [0.101 seconds]</code></pre>
+• start target penguins_data
+• built target penguins_data [0.023 seconds]
+• end pipeline [0.133 seconds]</code></pre>
 </div>
 <p>If you want to reset <strong>everything</strong> and start fresh, you
 can use <code>tar_invalidate(everything())</code>
@@ -1497,7 +1497,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </section></section><section id="aio-organization"><p>Content from <a href="organization.html">Best Practices for targets Project Organization</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/organization.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -1724,7 +1724,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </section></section><section id="aio-packages"><p>Content from <a href="packages.html">Managing Packages</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/packages.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -1828,9 +1828,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target adelie_data
-● built target adelie_data [0.028 seconds]
-▶ end pipeline [0.093 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target adelie_data
+• built target adelie_data [0.029 seconds]
+• end pipeline [0.124 seconds]</code></pre>
 </div>
 <p>This method gets around the slow-downs that may sometimes be
 experienced with Method 1.</p>
@@ -1863,9 +1863,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target adelie_data
-● built target adelie_data [0.028 seconds]
-▶ end pipeline [0.09 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target adelie_data
+• built target adelie_data [0.029 seconds]
+• end pipeline [0.124 seconds]</code></pre>
 </div>
 <p>This can be more memory efficient in some cases than loading all
 packages, since not every target is always made during a typical run of
@@ -1895,9 +1895,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target adelie_data
-● built target adelie_data [0.014 seconds]
-▶ end pipeline [0.078 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target adelie_data
+• built target adelie_data [0.015 seconds]
+• end pipeline [0.112 seconds]</code></pre>
 </div>
 <p>The benefits of this approach are that the origins of all functions
 is explicit, so you could browse your code (for example, by looking at
@@ -2064,7 +2064,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </section></section><section id="aio-files"><p>Content from <a href="files.html">Working with External Files</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/files.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -2142,9 +2142,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target some_data
-● built target some_data [0.001 seconds]
-▶ end pipeline [0.065 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target some_data
+• built target some_data [0.002 seconds]
+• end pipeline [0.098 seconds]</code></pre>
 </div>
 <p>If we inspect the contents of <code>some_data</code> with
 <code>tar_read(some_data)</code>, it will contain the string
@@ -2167,7 +2167,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="output" tabindex="0"><code>✔ skip target some_data
-✔ skip pipeline [0.047 seconds]</code></pre>
+✔ skip pipeline [0.079 seconds]</code></pre>
 </div>
 <p>The target <code>some_data</code> was skipped, even though the
 contents of the file changed.</p>
@@ -2193,11 +2193,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target data_file
-● built target data_file [0.001 seconds]
-▶ start target some_data
-● built target some_data [0 seconds]
-▶ end pipeline [0.072 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target data_file
+• built target data_file [0.001 seconds]
+• start target some_data
+• built target some_data [0.001 seconds]
+• end pipeline [0.109 seconds]</code></pre>
 </div>
 <p>This time we see that <code>targets</code> does successfully re-build
 <code>some_data</code> as expected.</p>
@@ -2294,7 +2294,7 @@ <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 id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2315,13 +2315,13 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target penguins_data_raw_file
-● built target penguins_data_raw_file [0.001 seconds]
-▶ start target penguins_data_raw
-● built target penguins_data_raw [0.27 seconds]
-▶ start target penguins_data
-● built target penguins_data [0.019 seconds]
-▶ end pipeline [0.366 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target penguins_data_raw_file
+• built target penguins_data_raw_file [0.003 seconds]
+• start target penguins_data_raw
+• built target penguins_data_raw [0.327 seconds]
+• start target penguins_data
+• built target penguins_data [0.022 seconds]
+• end pipeline [0.466 seconds]</code></pre>
 </div>
 </div>
 </div>
@@ -2403,15 +2403,15 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target hello_file
-● built target hello_file [0.001 seconds]
-▶ start target hello
-● built target hello [0 seconds]
-▶ start target hello_caps
-● built target hello_caps [0 seconds]
-▶ start target hello_caps_out
-● built target hello_caps_out [0.001 seconds]
-▶ end pipeline [0.079 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target hello_file
+• built target hello_file [0.002 seconds]
+• start target hello
+• built target hello [0.001 seconds]
+• start target hello_caps
+• built target hello_caps [0 seconds]
+• start target hello_caps_out
+• built target hello_caps_out [0 seconds]
+• end pipeline [0.116 seconds]</code></pre>
 </div>
 <p>Take a look at <code>hello_caps.txt</code> in the
 <code>results</code> folder and verify it is as you expect.</p>
@@ -2437,7 +2437,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p><code>targets</code> detects that <code>hello_caps_out</code> has
 changed (is “invalidated”), and re-runs the code to make it, thus
@@ -2478,7 +2478,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </section></section><section id="aio-branch"><p>Content from <a href="branch.html">Branching</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/branch.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -2576,9 +2576,9 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_data_raw_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-▶ start target combined_model
-● built target combined_model [0.033 seconds]
-▶ end pipeline [0.115 seconds]</code></pre>
+• start target combined_model
+• built target combined_model [0.091 seconds]
+• end pipeline [0.208 seconds]</code></pre>
 </div>
 <p>Let’s have a look at the model. We will use the <code>glance()</code>
 function from the <code>broom</code> package. Unlike base R
@@ -2652,17 +2652,17 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
 ✔ skip target combined_model
-▶ start target interaction_model
-● built target interaction_model [0.005 seconds]
-▶ start target species_model
-● built target species_model [0.002 seconds]
-▶ start target combined_summary
-● built target combined_summary [0.008 seconds]
-▶ start target interaction_summary
-● built target interaction_summary [0.045 seconds]
-▶ start target species_summary
-● built target species_summary [0.003 seconds]
-▶ end pipeline [0.168 seconds]</code></pre>
+• start target interaction_model
+• built target interaction_model [0.006 seconds]
+• start target species_model
+• built target species_model [0.002 seconds]
+• start target combined_summary
+• built target combined_summary [0.01 seconds]
+• start target interaction_summary
+• built target interaction_summary [0.004 seconds]
+• start target species_summary
+• built target species_summary [0.004 seconds]
+• end pipeline [0.235 seconds]</code></pre>
 </div>
 <p>Let’s look at the summary of one of the models:</p>
 <div class="codewrapper sourceCode" id="cb8">
@@ -2735,16 +2735,16 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_data_raw_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-▶ start target models
-● built target models [0.007 seconds]
-▶ start branch model_summaries_5ad4cec5
-● built branch model_summaries_5ad4cec5 [0.009 seconds]
-▶ start branch model_summaries_c73912d5
-● built branch model_summaries_c73912d5 [0.004 seconds]
-▶ start branch model_summaries_91696941
-● built branch model_summaries_91696941 [0.047 seconds]
-● built pattern model_summaries
-▶ end pipeline [0.172 seconds]</code></pre>
+• start target models
+• built target models [0.008 seconds]
+• start branch model_summaries_5ad4cec5
+• built branch model_summaries_5ad4cec5 [0.01 seconds]
+• start branch model_summaries_c73912d5
+• built branch model_summaries_c73912d5 [0.004 seconds]
+• start branch model_summaries_91696941
+• built branch model_summaries_91696941 [0.004 seconds]
+• built pattern model_summaries
+• end pipeline [0.389 seconds]</code></pre>
 </div>
 <p>There is a series of smaller targets (branches) that are each named
 like model_summaries_5ad4cec5, then one overall
@@ -2891,14 +2891,14 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
 ✔ skip target models
-▶ start branch model_summaries_5ad4cec5
-● built branch model_summaries_5ad4cec5 [0.018 seconds]
-▶ start branch model_summaries_c73912d5
-● built branch model_summaries_c73912d5 [0.053 seconds]
-▶ start branch model_summaries_91696941
-● built branch model_summaries_91696941 [0.005 seconds]
-● built pattern model_summaries
-▶ end pipeline [0.18 seconds]</code></pre>
+• start branch model_summaries_5ad4cec5
+• built branch model_summaries_5ad4cec5 [0.019 seconds]
+• start branch model_summaries_c73912d5
+• built branch model_summaries_c73912d5 [0.009 seconds]
+• start branch model_summaries_91696941
+• built branch model_summaries_91696941 [0.005 seconds]
+• built pattern model_summaries
+• end pipeline [0.395 seconds]</code></pre>
 </div>
 <p>And this time, when we load the <code>model_summaries</code>, we can
 tell which model corresponds to which row (you may need to scroll to the
@@ -2964,7 +2964,7 @@ <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>Define the new function as <code>augment_with_mod_name()</code>. It
 is the same as <code>glance_with_mod_name()</code>, but use
@@ -3064,7 +3064,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Some other ways of applying branching patterns include:</p>
 <ul>
@@ -3106,7 +3106,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
 </div>
 </section></section><section id="aio-parallel"><p>Content from <a href="parallel.html">Parallel Processing</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/parallel.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -3377,7 +3377,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </div></section><section id="aio-quarto"><p>Content from <a href="quarto.html">Reproducible Reports with Quarto</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/quarto.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -3618,7 +3618,7 @@ <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 id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ul>
 <li><p>In the code chunk labeled <code>results-stats</code>, statistics
@@ -3697,7 +3697,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer>
@@ -3720,8 +3720,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/aio.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/aio.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-08-08",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/basic-targets.html b/basic-targets.html
index 242e574e..e26ff8fb 100644
--- a/basic-targets.html
+++ b/basic-targets.html
@@ -297,7 +297,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>First targets Workflow</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/basic-targets.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -627,13 +627,13 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target penguins_csv_file
-● built target penguins_csv_file [0.002 seconds]
-▶ start target penguins_data_raw
-● built target penguins_data_raw [0.148 seconds]
-▶ start target penguins_data
-● built target penguins_data [0.011 seconds]
-▶ end pipeline [0.244 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target penguins_csv_file
+• built target penguins_csv_file [0.003 seconds]
+• start target penguins_data_raw
+• built target penguins_data_raw [0.33 seconds]
+• start target penguins_data
+• built target penguins_data [0.012 seconds]
+• end pipeline [0.45 seconds]</code></pre>
 </div>
 <p>Congratulations, you’ve run your first workflow with
 <code>targets</code>!</p>
@@ -692,7 +692,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -714,8 +714,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/basic-targets.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/basic-targets.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/branch.html b/branch.html
index 05815861..647086f1 100644
--- a/branch.html
+++ b/branch.html
@@ -297,7 +297,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Branching</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/branch.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -395,9 +395,9 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_data_raw_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-▶ start target combined_model
-● built target combined_model [0.033 seconds]
-▶ end pipeline [0.115 seconds]</code></pre>
+• start target combined_model
+• built target combined_model [0.091 seconds]
+• end pipeline [0.208 seconds]</code></pre>
 </div>
 <p>Let’s have a look at the model. We will use the <code>glance()</code>
 function from the <code>broom</code> package. Unlike base R
@@ -471,17 +471,17 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
 ✔ skip target combined_model
-▶ start target interaction_model
-● built target interaction_model [0.005 seconds]
-▶ start target species_model
-● built target species_model [0.002 seconds]
-▶ start target combined_summary
-● built target combined_summary [0.008 seconds]
-▶ start target interaction_summary
-● built target interaction_summary [0.045 seconds]
-▶ start target species_summary
-● built target species_summary [0.003 seconds]
-▶ end pipeline [0.168 seconds]</code></pre>
+• start target interaction_model
+• built target interaction_model [0.006 seconds]
+• start target species_model
+• built target species_model [0.002 seconds]
+• start target combined_summary
+• built target combined_summary [0.01 seconds]
+• start target interaction_summary
+• built target interaction_summary [0.004 seconds]
+• start target species_summary
+• built target species_summary [0.004 seconds]
+• end pipeline [0.235 seconds]</code></pre>
 </div>
 <p>Let’s look at the summary of one of the models:</p>
 <div class="codewrapper sourceCode" id="cb8">
@@ -552,16 +552,16 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_data_raw_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-▶ start target models
-● built target models [0.007 seconds]
-▶ start branch model_summaries_5ad4cec5
-● built branch model_summaries_5ad4cec5 [0.009 seconds]
-▶ start branch model_summaries_c73912d5
-● built branch model_summaries_c73912d5 [0.004 seconds]
-▶ start branch model_summaries_91696941
-● built branch model_summaries_91696941 [0.047 seconds]
-● built pattern model_summaries
-▶ end pipeline [0.172 seconds]</code></pre>
+• start target models
+• built target models [0.008 seconds]
+• start branch model_summaries_5ad4cec5
+• built branch model_summaries_5ad4cec5 [0.01 seconds]
+• start branch model_summaries_c73912d5
+• built branch model_summaries_c73912d5 [0.004 seconds]
+• start branch model_summaries_91696941
+• built branch model_summaries_91696941 [0.004 seconds]
+• built pattern model_summaries
+• end pipeline [0.389 seconds]</code></pre>
 </div>
 <p>There is a series of smaller targets (branches) that are each named
 like model_summaries_5ad4cec5, then one overall
@@ -707,14 +707,14 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
 ✔ skip target models
-▶ start branch model_summaries_5ad4cec5
-● built branch model_summaries_5ad4cec5 [0.018 seconds]
-▶ start branch model_summaries_c73912d5
-● built branch model_summaries_c73912d5 [0.053 seconds]
-▶ start branch model_summaries_91696941
-● built branch model_summaries_91696941 [0.005 seconds]
-● built pattern model_summaries
-▶ end pipeline [0.18 seconds]</code></pre>
+• start branch model_summaries_5ad4cec5
+• built branch model_summaries_5ad4cec5 [0.019 seconds]
+• start branch model_summaries_c73912d5
+• built branch model_summaries_c73912d5 [0.009 seconds]
+• start branch model_summaries_91696941
+• built branch model_summaries_91696941 [0.005 seconds]
+• built pattern model_summaries
+• end pipeline [0.395 seconds]</code></pre>
 </div>
 <p>And this time, when we load the <code>model_summaries</code>, we can
 tell which model corresponds to which row (you may need to scroll to the
@@ -780,7 +780,7 @@ <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>Define the new function as <code>augment_with_mod_name()</code>. It
 is the same as <code>glance_with_mod_name()</code>, but use
@@ -880,7 +880,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Some other ways of applying branching patterns include:</p>
 <ul><li>crossing: one branch per combination of elements
@@ -947,7 +947,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -969,8 +969,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/branch.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/branch.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/cache.html b/cache.html
index d8e66ce9..8ad826da 100644
--- a/cache.html
+++ b/cache.html
@@ -298,7 +298,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Loading Workflow Objects</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/cache.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -507,7 +507,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -529,8 +529,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/cache.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/cache.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/files.html b/files.html
index 5ab496c9..017f091d 100644
--- a/files.html
+++ b/files.html
@@ -298,7 +298,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Working with External Files</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/files.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -378,9 +378,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target some_data
-● built target some_data [0.001 seconds]
-▶ end pipeline [0.065 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target some_data
+• built target some_data [0.002 seconds]
+• end pipeline [0.098 seconds]</code></pre>
 </div>
 <p>If we inspect the contents of <code>some_data</code> with
 <code>tar_read(some_data)</code>, it will contain the string
@@ -403,7 +403,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="output" tabindex="0"><code>✔ skip target some_data
-✔ skip pipeline [0.047 seconds]</code></pre>
+✔ skip pipeline [0.079 seconds]</code></pre>
 </div>
 <p>The target <code>some_data</code> was skipped, even though the
 contents of the file changed.</p>
@@ -429,11 +429,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target data_file
-● built target data_file [0.001 seconds]
-▶ start target some_data
-● built target some_data [0 seconds]
-▶ end pipeline [0.072 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target data_file
+• built target data_file [0.001 seconds]
+• start target some_data
+• built target some_data [0.001 seconds]
+• end pipeline [0.109 seconds]</code></pre>
 </div>
 <p>This time we see that <code>targets</code> does successfully re-build
 <code>some_data</code> as expected.</p>
@@ -527,7 +527,7 @@ <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 id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -548,13 +548,13 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target penguins_data_raw_file
-● built target penguins_data_raw_file [0.001 seconds]
-▶ start target penguins_data_raw
-● built target penguins_data_raw [0.27 seconds]
-▶ start target penguins_data
-● built target penguins_data [0.019 seconds]
-▶ end pipeline [0.366 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target penguins_data_raw_file
+• built target penguins_data_raw_file [0.003 seconds]
+• start target penguins_data_raw
+• built target penguins_data_raw [0.327 seconds]
+• start target penguins_data
+• built target penguins_data [0.022 seconds]
+• end pipeline [0.466 seconds]</code></pre>
 </div>
 </div>
 </div>
@@ -635,15 +635,15 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target hello_file
-● built target hello_file [0.001 seconds]
-▶ start target hello
-● built target hello [0 seconds]
-▶ start target hello_caps
-● built target hello_caps [0 seconds]
-▶ start target hello_caps_out
-● built target hello_caps_out [0.001 seconds]
-▶ end pipeline [0.079 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target hello_file
+• built target hello_file [0.002 seconds]
+• start target hello
+• built target hello [0.001 seconds]
+• start target hello_caps
+• built target hello_caps [0 seconds]
+• start target hello_caps_out
+• built target hello_caps_out [0 seconds]
+• end pipeline [0.116 seconds]</code></pre>
 </div>
 <p>Take a look at <code>hello_caps.txt</code> in the
 <code>results</code> folder and verify it is as you expect.</p>
@@ -669,7 +669,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p><code>targets</code> detects that <code>hello_caps_out</code> has
 changed (is “invalidated”), and re-runs the code to make it, thus
@@ -737,7 +737,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -759,8 +759,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/files.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/files.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 35690eea..228ce0a5 100644
--- a/images.html
+++ b/images.html
@@ -405,7 +405,7 @@ <h3 id="quarto-figure-1">Figure 1</h3>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer>
@@ -428,8 +428,8 @@ <h3 id="quarto-figure-1">Figure 1</h3>
   "url": "https://joelnitta.github.io/targets-workshop/images.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/images.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-08-08",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 71b9333f..2b5df529 100644
--- a/index.html
+++ b/index.html
@@ -377,7 +377,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -399,8 +399,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
   "url": "https://joelnitta.github.io/targets-workshop/index.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/index.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-08-08",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 9cc85da9..890cbd9d 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -394,7 +394,7 @@ <h1>Instructor Notes</h1>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer>
@@ -417,8 +417,8 @@ <h1>Instructor Notes</h1>
   "url": "https://joelnitta.github.io/targets-workshop/instructor-notes.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor-notes.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-08-08",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index f79c0ce6..f9989bb4 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -316,7 +316,7 @@ <h1>Page not found</h1>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -338,8 +338,8 @@ <h1>Page not found</h1>
   "url": "https://joelnitta.github.io/targets-workshop/instructor/404.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/404.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-08-08",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 1b75f20a..c19fdb9b 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -282,7 +282,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Contributor Code of Conduct</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -340,7 +340,7 @@ <h1>Contributor Code of Conduct</h1>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -362,8 +362,8 @@ <h1>Contributor Code of Conduct</h1>
   "url": "https://joelnitta.github.io/targets-workshop/instructor/CODE_OF_CONDUCT.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 47b0a851..72aadc73 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -282,7 +282,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Licenses</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -391,7 +391,7 @@ <h1>Licenses</h1>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -413,8 +413,8 @@ <h1>Licenses</h1>
   "url": "https://joelnitta.github.io/targets-workshop/instructor/LICENSE.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/LICENSE.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 04f36d16..80c2e454 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -349,7 +349,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-introduction"><p>Content from <a href="introduction.html">Introduction</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/introduction.Rmd" 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> 12 minutes </p>
@@ -538,7 +538,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </section></section><section id="aio-basic-targets"><p>Content from <a href="basic-targets.html">First targets Workflow</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/basic-targets.Rmd" 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> 12 minutes </p>
@@ -584,7 +584,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>Episode summary: First chance to get hands dirty by writing a very
 simple workflow</p>
@@ -893,13 +893,13 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target penguins_csv_file
-● built target penguins_csv_file [0.002 seconds]
-▶ start target penguins_data_raw
-● built target penguins_data_raw [0.148 seconds]
-▶ start target penguins_data
-● built target penguins_data [0.011 seconds]
-▶ end pipeline [0.244 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target penguins_csv_file
+• built target penguins_csv_file [0.003 seconds]
+• start target penguins_data_raw
+• built target penguins_data_raw [0.33 seconds]
+• start target penguins_data
+• built target penguins_data [0.012 seconds]
+• end pipeline [0.45 seconds]</code></pre>
 </div>
 <p>Congratulations, you’ve run your first workflow with
 <code>targets</code>!</p>
@@ -931,7 +931,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </section></section><section id="aio-cache"><p>Content from <a href="cache.html">Loading Workflow Objects</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/cache.Rmd" 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> 12 minutes </p>
@@ -974,7 +974,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Episode summary: Show how to get at the objects that we built</p>
 </div>
@@ -1007,7 +1007,7 @@ <h3 class="accordion-header" id="headingInstructor2">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor2" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor2" aria-labelledby="headingInstructor2">
+<div id="collapseInstructor2" class="accordion-collapse collapse" aria-labelledby="headingInstructor2" data-bs-parent="#accordionInstructor2">
 <div class="accordion-body">
 <ul>
 <li>To reinforce the concept of <code>targets</code> running in a
@@ -1150,7 +1150,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </section></section><section id="aio-lifecycle"><p>Content from <a href="lifecycle.html">The Workflow Lifecycle</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/lifecycle.Rmd" 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> 12 minutes </p>
@@ -1193,7 +1193,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Episode summary: Demonstrate typical cycle of running
 <code>targets</code>: make, inspect, adjust, make…</p>
@@ -1221,7 +1221,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-✔ skip pipeline [0.063 seconds]</code></pre>
+✔ skip pipeline [0.088 seconds]</code></pre>
 </div>
 <p>Remember how the first time we ran the pipeline, <code>targets</code>
 printed out a list of each target as it was being built?</p>
@@ -1266,9 +1266,9 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
-▶ start target penguins_data
-● built target penguins_data [0.022 seconds]
-▶ end pipeline [0.112 seconds]</code></pre>
+• start target penguins_data
+• built target penguins_data [0.024 seconds]
+• end pipeline [0.144 seconds]</code></pre>
 </div>
 <p>What happened?</p>
 <p>This time, it skipped <code>penguins_csv_file</code> and
@@ -1297,7 +1297,7 @@ <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>With <code>tar_read(penguins_data</code>) or by running
 <code>tar_load(penguins_data)</code> followed by
@@ -1401,7 +1401,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Light blue indicates the target is out of date.</p>
 <p>Depending on how you modified the code, any or all of the targets may
@@ -1512,7 +1512,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-✔ skip pipeline [0.056 seconds]</code></pre>
+✔ skip pipeline [0.079 seconds]</code></pre>
 </div>
 <p>Let’s invalidate <code>penguins_data</code> and run it again:</p>
 <div class="codewrapper sourceCode" id="cb13">
@@ -1527,9 +1527,9 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
-▶ start target penguins_data
-● built target penguins_data [0.02 seconds]
-▶ end pipeline [0.101 seconds]</code></pre>
+• start target penguins_data
+• built target penguins_data [0.023 seconds]
+• end pipeline [0.133 seconds]</code></pre>
 </div>
 <p>If you want to reset <strong>everything</strong> and start fresh, you
 can use <code>tar_invalidate(everything())</code>
@@ -1581,7 +1581,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </section></section><section id="aio-organization"><p>Content from <a href="organization.html">Best Practices for targets Project Organization</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/organization.Rmd" 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> 12 minutes </p>
@@ -1628,7 +1628,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>Episode summary: Demonstrate best-practices for project
 organization</p>
@@ -1825,7 +1825,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </section></section><section id="aio-packages"><p>Content from <a href="packages.html">Managing Packages</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/packages.Rmd" 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> 12 minutes </p>
@@ -1946,9 +1946,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target adelie_data
-● built target adelie_data [0.028 seconds]
-▶ end pipeline [0.093 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target adelie_data
+• built target adelie_data [0.029 seconds]
+• end pipeline [0.124 seconds]</code></pre>
 </div>
 <p>This method gets around the slow-downs that may sometimes be
 experienced with Method 1.</p>
@@ -1981,9 +1981,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target adelie_data
-● built target adelie_data [0.028 seconds]
-▶ end pipeline [0.09 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target adelie_data
+• built target adelie_data [0.029 seconds]
+• end pipeline [0.124 seconds]</code></pre>
 </div>
 <p>This can be more memory efficient in some cases than loading all
 packages, since not every target is always made during a typical run of
@@ -2013,9 +2013,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target adelie_data
-● built target adelie_data [0.014 seconds]
-▶ end pipeline [0.078 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target adelie_data
+• built target adelie_data [0.015 seconds]
+• end pipeline [0.112 seconds]</code></pre>
 </div>
 <p>The benefits of this approach are that the origins of all functions
 is explicit, so you could browse your code (for example, by looking at
@@ -2182,7 +2182,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </section></section><section id="aio-files"><p>Content from <a href="files.html">Working with External Files</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/files.Rmd" 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> 12 minutes </p>
@@ -2224,7 +2224,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>Episode summary: Show how to read and write external files</p>
 </div>
@@ -2276,9 +2276,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target some_data
-● built target some_data [0.001 seconds]
-▶ end pipeline [0.065 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target some_data
+• built target some_data [0.002 seconds]
+• end pipeline [0.098 seconds]</code></pre>
 </div>
 <p>If we inspect the contents of <code>some_data</code> with
 <code>tar_read(some_data)</code>, it will contain the string
@@ -2301,7 +2301,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="output" tabindex="0"><code>✔ skip target some_data
-✔ skip pipeline [0.047 seconds]</code></pre>
+✔ skip pipeline [0.079 seconds]</code></pre>
 </div>
 <p>The target <code>some_data</code> was skipped, even though the
 contents of the file changed.</p>
@@ -2327,11 +2327,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target data_file
-● built target data_file [0.001 seconds]
-▶ start target some_data
-● built target some_data [0 seconds]
-▶ end pipeline [0.072 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target data_file
+• built target data_file [0.001 seconds]
+• start target some_data
+• built target some_data [0.001 seconds]
+• end pipeline [0.109 seconds]</code></pre>
 </div>
 <p>This time we see that <code>targets</code> does successfully re-build
 <code>some_data</code> as expected.</p>
@@ -2428,7 +2428,7 @@ <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 id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2449,13 +2449,13 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target penguins_data_raw_file
-● built target penguins_data_raw_file [0.001 seconds]
-▶ start target penguins_data_raw
-● built target penguins_data_raw [0.27 seconds]
-▶ start target penguins_data
-● built target penguins_data [0.019 seconds]
-▶ end pipeline [0.366 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target penguins_data_raw_file
+• built target penguins_data_raw_file [0.003 seconds]
+• start target penguins_data_raw
+• built target penguins_data_raw [0.327 seconds]
+• start target penguins_data
+• built target penguins_data [0.022 seconds]
+• end pipeline [0.466 seconds]</code></pre>
 </div>
 </div>
 </div>
@@ -2537,15 +2537,15 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target hello_file
-● built target hello_file [0.001 seconds]
-▶ start target hello
-● built target hello [0 seconds]
-▶ start target hello_caps
-● built target hello_caps [0 seconds]
-▶ start target hello_caps_out
-● built target hello_caps_out [0.001 seconds]
-▶ end pipeline [0.079 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target hello_file
+• built target hello_file [0.002 seconds]
+• start target hello
+• built target hello [0.001 seconds]
+• start target hello_caps
+• built target hello_caps [0 seconds]
+• start target hello_caps_out
+• built target hello_caps_out [0 seconds]
+• end pipeline [0.116 seconds]</code></pre>
 </div>
 <p>Take a look at <code>hello_caps.txt</code> in the
 <code>results</code> folder and verify it is as you expect.</p>
@@ -2571,7 +2571,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p><code>targets</code> detects that <code>hello_caps_out</code> has
 changed (is “invalidated”), and re-runs the code to make it, thus
@@ -2612,7 +2612,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </section></section><section id="aio-branch"><p>Content from <a href="branch.html">Branching</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/branch.Rmd" 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> 12 minutes </p>
@@ -2652,7 +2652,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Episode summary: Show how to use branching</p>
 </div>
@@ -2726,9 +2726,9 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_data_raw_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-▶ start target combined_model
-● built target combined_model [0.033 seconds]
-▶ end pipeline [0.115 seconds]</code></pre>
+• start target combined_model
+• built target combined_model [0.091 seconds]
+• end pipeline [0.208 seconds]</code></pre>
 </div>
 <p>Let’s have a look at the model. We will use the <code>glance()</code>
 function from the <code>broom</code> package. Unlike base R
@@ -2802,17 +2802,17 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
 ✔ skip target combined_model
-▶ start target interaction_model
-● built target interaction_model [0.005 seconds]
-▶ start target species_model
-● built target species_model [0.002 seconds]
-▶ start target combined_summary
-● built target combined_summary [0.008 seconds]
-▶ start target interaction_summary
-● built target interaction_summary [0.045 seconds]
-▶ start target species_summary
-● built target species_summary [0.003 seconds]
-▶ end pipeline [0.168 seconds]</code></pre>
+• start target interaction_model
+• built target interaction_model [0.006 seconds]
+• start target species_model
+• built target species_model [0.002 seconds]
+• start target combined_summary
+• built target combined_summary [0.01 seconds]
+• start target interaction_summary
+• built target interaction_summary [0.004 seconds]
+• start target species_summary
+• built target species_summary [0.004 seconds]
+• end pipeline [0.235 seconds]</code></pre>
 </div>
 <p>Let’s look at the summary of one of the models:</p>
 <div class="codewrapper sourceCode" id="cb8">
@@ -2885,16 +2885,16 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_data_raw_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-▶ start target models
-● built target models [0.007 seconds]
-▶ start branch model_summaries_5ad4cec5
-● built branch model_summaries_5ad4cec5 [0.009 seconds]
-▶ start branch model_summaries_c73912d5
-● built branch model_summaries_c73912d5 [0.004 seconds]
-▶ start branch model_summaries_91696941
-● built branch model_summaries_91696941 [0.047 seconds]
-● built pattern model_summaries
-▶ end pipeline [0.172 seconds]</code></pre>
+• start target models
+• built target models [0.008 seconds]
+• start branch model_summaries_5ad4cec5
+• built branch model_summaries_5ad4cec5 [0.01 seconds]
+• start branch model_summaries_c73912d5
+• built branch model_summaries_c73912d5 [0.004 seconds]
+• start branch model_summaries_91696941
+• built branch model_summaries_91696941 [0.004 seconds]
+• built pattern model_summaries
+• end pipeline [0.389 seconds]</code></pre>
 </div>
 <p>There is a series of smaller targets (branches) that are each named
 like model_summaries_5ad4cec5, then one overall
@@ -3041,14 +3041,14 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
 ✔ skip target models
-▶ start branch model_summaries_5ad4cec5
-● built branch model_summaries_5ad4cec5 [0.018 seconds]
-▶ start branch model_summaries_c73912d5
-● built branch model_summaries_c73912d5 [0.053 seconds]
-▶ start branch model_summaries_91696941
-● built branch model_summaries_91696941 [0.005 seconds]
-● built pattern model_summaries
-▶ end pipeline [0.18 seconds]</code></pre>
+• start branch model_summaries_5ad4cec5
+• built branch model_summaries_5ad4cec5 [0.019 seconds]
+• start branch model_summaries_c73912d5
+• built branch model_summaries_c73912d5 [0.009 seconds]
+• start branch model_summaries_91696941
+• built branch model_summaries_91696941 [0.005 seconds]
+• built pattern model_summaries
+• end pipeline [0.395 seconds]</code></pre>
 </div>
 <p>And this time, when we load the <code>model_summaries</code>, we can
 tell which model corresponds to which row (you may need to scroll to the
@@ -3114,7 +3114,7 @@ <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>Define the new function as <code>augment_with_mod_name()</code>. It
 is the same as <code>glance_with_mod_name()</code>, but use
@@ -3214,7 +3214,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Some other ways of applying branching patterns include:</p>
 <ul>
@@ -3256,7 +3256,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
 </div>
 </section></section><section id="aio-parallel"><p>Content from <a href="parallel.html">Parallel Processing</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/parallel.Rmd" 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> 12 minutes </p>
@@ -3296,7 +3296,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Episode summary: Show how to use parallel processing</p>
 </div>
@@ -3543,7 +3543,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
  -->
 </div></section><section id="aio-quarto"><p>Content from <a href="quarto.html">Reproducible Reports with Quarto</a></p>
 <hr>
-<p> Last updated on 2023-07-11 | 
+<p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/quarto.Rmd" 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> 12 minutes </p>
@@ -3584,7 +3584,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>Episode summary: Show how to write reports with Quarto</p>
 </div>
@@ -3800,7 +3800,7 @@ <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 id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ul>
 <li><p>In the code chunk labeled <code>results-stats</code>, statistics
@@ -3879,7 +3879,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer>
@@ -3902,8 +3902,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/instructor/aio.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/aio.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-08-08",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/basic-targets.html b/instructor/basic-targets.html
index c82f1f37..14395cf3 100644
--- a/instructor/basic-targets.html
+++ b/instructor/basic-targets.html
@@ -296,7 +296,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>First targets Workflow</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/basic-targets.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -345,7 +345,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>Episode summary: First chance to get hands dirty by writing a very
 simple workflow</p>
@@ -643,13 +643,13 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target penguins_csv_file
-● built target penguins_csv_file [0.002 seconds]
-▶ start target penguins_data_raw
-● built target penguins_data_raw [0.148 seconds]
-▶ start target penguins_data
-● built target penguins_data [0.011 seconds]
-▶ end pipeline [0.244 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target penguins_csv_file
+• built target penguins_csv_file [0.003 seconds]
+• start target penguins_data_raw
+• built target penguins_data_raw [0.33 seconds]
+• start target penguins_data
+• built target penguins_data [0.012 seconds]
+• end pipeline [0.45 seconds]</code></pre>
 </div>
 <p>Congratulations, you’ve run your first workflow with
 <code>targets</code>!</p>
@@ -708,7 +708,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -730,8 +730,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/instructor/basic-targets.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/basic-targets.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/branch.html b/instructor/branch.html
index 5e37f647..d0fc2c2a 100644
--- a/instructor/branch.html
+++ b/instructor/branch.html
@@ -296,7 +296,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Branching</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/branch.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -339,7 +339,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Episode summary: Show how to use branching</p>
 </div>
@@ -410,9 +410,9 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_data_raw_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-▶ start target combined_model
-● built target combined_model [0.033 seconds]
-▶ end pipeline [0.115 seconds]</code></pre>
+• start target combined_model
+• built target combined_model [0.091 seconds]
+• end pipeline [0.208 seconds]</code></pre>
 </div>
 <p>Let’s have a look at the model. We will use the <code>glance()</code>
 function from the <code>broom</code> package. Unlike base R
@@ -486,17 +486,17 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
 ✔ skip target combined_model
-▶ start target interaction_model
-● built target interaction_model [0.005 seconds]
-▶ start target species_model
-● built target species_model [0.002 seconds]
-▶ start target combined_summary
-● built target combined_summary [0.008 seconds]
-▶ start target interaction_summary
-● built target interaction_summary [0.045 seconds]
-▶ start target species_summary
-● built target species_summary [0.003 seconds]
-▶ end pipeline [0.168 seconds]</code></pre>
+• start target interaction_model
+• built target interaction_model [0.006 seconds]
+• start target species_model
+• built target species_model [0.002 seconds]
+• start target combined_summary
+• built target combined_summary [0.01 seconds]
+• start target interaction_summary
+• built target interaction_summary [0.004 seconds]
+• start target species_summary
+• built target species_summary [0.004 seconds]
+• end pipeline [0.235 seconds]</code></pre>
 </div>
 <p>Let’s look at the summary of one of the models:</p>
 <div class="codewrapper sourceCode" id="cb8">
@@ -567,16 +567,16 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_data_raw_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-▶ start target models
-● built target models [0.007 seconds]
-▶ start branch model_summaries_5ad4cec5
-● built branch model_summaries_5ad4cec5 [0.009 seconds]
-▶ start branch model_summaries_c73912d5
-● built branch model_summaries_c73912d5 [0.004 seconds]
-▶ start branch model_summaries_91696941
-● built branch model_summaries_91696941 [0.047 seconds]
-● built pattern model_summaries
-▶ end pipeline [0.172 seconds]</code></pre>
+• start target models
+• built target models [0.008 seconds]
+• start branch model_summaries_5ad4cec5
+• built branch model_summaries_5ad4cec5 [0.01 seconds]
+• start branch model_summaries_c73912d5
+• built branch model_summaries_c73912d5 [0.004 seconds]
+• start branch model_summaries_91696941
+• built branch model_summaries_91696941 [0.004 seconds]
+• built pattern model_summaries
+• end pipeline [0.389 seconds]</code></pre>
 </div>
 <p>There is a series of smaller targets (branches) that are each named
 like model_summaries_5ad4cec5, then one overall
@@ -722,14 +722,14 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
 ✔ skip target models
-▶ start branch model_summaries_5ad4cec5
-● built branch model_summaries_5ad4cec5 [0.018 seconds]
-▶ start branch model_summaries_c73912d5
-● built branch model_summaries_c73912d5 [0.053 seconds]
-▶ start branch model_summaries_91696941
-● built branch model_summaries_91696941 [0.005 seconds]
-● built pattern model_summaries
-▶ end pipeline [0.18 seconds]</code></pre>
+• start branch model_summaries_5ad4cec5
+• built branch model_summaries_5ad4cec5 [0.019 seconds]
+• start branch model_summaries_c73912d5
+• built branch model_summaries_c73912d5 [0.009 seconds]
+• start branch model_summaries_91696941
+• built branch model_summaries_91696941 [0.005 seconds]
+• built pattern model_summaries
+• end pipeline [0.395 seconds]</code></pre>
 </div>
 <p>And this time, when we load the <code>model_summaries</code>, we can
 tell which model corresponds to which row (you may need to scroll to the
@@ -795,7 +795,7 @@ <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>Define the new function as <code>augment_with_mod_name()</code>. It
 is the same as <code>glance_with_mod_name()</code>, but use
@@ -895,7 +895,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Some other ways of applying branching patterns include:</p>
 <ul><li>crossing: one branch per combination of elements
@@ -962,7 +962,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -984,8 +984,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/instructor/branch.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/branch.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/cache.html b/instructor/cache.html
index a5a162ee..2354fbe0 100644
--- a/instructor/cache.html
+++ b/instructor/cache.html
@@ -297,7 +297,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Loading Workflow Objects</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/cache.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -343,7 +343,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Episode summary: Show how to get at the objects that we built</p>
 </div>
@@ -375,7 +375,7 @@ <h3 class="accordion-header" id="headingInstructor2">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor2" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor2" aria-labelledby="headingInstructor2">
+<div id="collapseInstructor2" class="accordion-collapse collapse" aria-labelledby="headingInstructor2" data-bs-parent="#accordionInstructor2">
 <div class="accordion-body">
 <ul><li>To reinforce the concept of <code>targets</code> running in a
 separate R session, you may want to pretend trying to run
@@ -539,7 +539,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -561,8 +561,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/instructor/cache.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/cache.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/files.html b/instructor/files.html
index aef78a1e..722b3611 100644
--- a/instructor/files.html
+++ b/instructor/files.html
@@ -297,7 +297,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Working with External Files</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/files.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -342,7 +342,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>Episode summary: Show how to read and write external files</p>
 </div>
@@ -393,9 +393,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target some_data
-● built target some_data [0.001 seconds]
-▶ end pipeline [0.065 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target some_data
+• built target some_data [0.002 seconds]
+• end pipeline [0.098 seconds]</code></pre>
 </div>
 <p>If we inspect the contents of <code>some_data</code> with
 <code>tar_read(some_data)</code>, it will contain the string
@@ -418,7 +418,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="output" tabindex="0"><code>✔ skip target some_data
-✔ skip pipeline [0.047 seconds]</code></pre>
+✔ skip pipeline [0.079 seconds]</code></pre>
 </div>
 <p>The target <code>some_data</code> was skipped, even though the
 contents of the file changed.</p>
@@ -444,11 +444,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target data_file
-● built target data_file [0.001 seconds]
-▶ start target some_data
-● built target some_data [0 seconds]
-▶ end pipeline [0.072 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target data_file
+• built target data_file [0.001 seconds]
+• start target some_data
+• built target some_data [0.001 seconds]
+• end pipeline [0.109 seconds]</code></pre>
 </div>
 <p>This time we see that <code>targets</code> does successfully re-build
 <code>some_data</code> as expected.</p>
@@ -542,7 +542,7 @@ <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 id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -563,13 +563,13 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target penguins_data_raw_file
-● built target penguins_data_raw_file [0.001 seconds]
-▶ start target penguins_data_raw
-● built target penguins_data_raw [0.27 seconds]
-▶ start target penguins_data
-● built target penguins_data [0.019 seconds]
-▶ end pipeline [0.366 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target penguins_data_raw_file
+• built target penguins_data_raw_file [0.003 seconds]
+• start target penguins_data_raw
+• built target penguins_data_raw [0.327 seconds]
+• start target penguins_data
+• built target penguins_data [0.022 seconds]
+• end pipeline [0.466 seconds]</code></pre>
 </div>
 </div>
 </div>
@@ -650,15 +650,15 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target hello_file
-● built target hello_file [0.001 seconds]
-▶ start target hello
-● built target hello [0 seconds]
-▶ start target hello_caps
-● built target hello_caps [0 seconds]
-▶ start target hello_caps_out
-● built target hello_caps_out [0.001 seconds]
-▶ end pipeline [0.079 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target hello_file
+• built target hello_file [0.002 seconds]
+• start target hello
+• built target hello [0.001 seconds]
+• start target hello_caps
+• built target hello_caps [0 seconds]
+• start target hello_caps_out
+• built target hello_caps_out [0 seconds]
+• end pipeline [0.116 seconds]</code></pre>
 </div>
 <p>Take a look at <code>hello_caps.txt</code> in the
 <code>results</code> folder and verify it is as you expect.</p>
@@ -684,7 +684,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p><code>targets</code> detects that <code>hello_caps_out</code> has
 changed (is “invalidated”), and re-runs the code to make it, thus
@@ -752,7 +752,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -774,8 +774,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/instructor/files.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/files.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index e5cbbee6..9a7b21c0 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -403,7 +403,7 @@ <h3 id="quarto-figure-1">Figure 1</h3>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer>
@@ -426,8 +426,8 @@ <h3 id="quarto-figure-1">Figure 1</h3>
   "url": "https://joelnitta.github.io/targets-workshop/instructor/images.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/images.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-08-08",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index d18691f2..7cf12977 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -482,7 +482,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -504,8 +504,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
   "url": "https://joelnitta.github.io/targets-workshop/instructor/index.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/index.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-08-08",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index a7b687fa..5c1bb79e 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -477,7 +477,7 @@ <h3 id="quarto-headingInstructor1">
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer>
@@ -500,8 +500,8 @@ <h3 id="quarto-headingInstructor1">
   "url": "https://joelnitta.github.io/targets-workshop/instructor/instructor-notes.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/instructor-notes.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-08-08",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/introduction.html b/instructor/introduction.html
index ba14b793..877624e0 100644
--- a/instructor/introduction.html
+++ b/instructor/introduction.html
@@ -297,7 +297,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Introduction</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/introduction.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -506,7 +506,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -528,8 +528,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/instructor/introduction.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/introduction.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 9e8c7b64..850a1ed0 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -493,7 +493,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer>
@@ -516,8 +516,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://joelnitta.github.io/targets-workshop/instructor/key-points.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/key-points.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-08-08",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/lifecycle.html b/instructor/lifecycle.html
index 0d785808..990c539f 100644
--- a/instructor/lifecycle.html
+++ b/instructor/lifecycle.html
@@ -299,7 +299,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>The Workflow Lifecycle</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/lifecycle.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -345,7 +345,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Episode summary: Demonstrate typical cycle of running
 <code>targets</code>: make, inspect, adjust, make…</p>
@@ -372,7 +372,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-✔ skip pipeline [0.063 seconds]</code></pre>
+✔ skip pipeline [0.088 seconds]</code></pre>
 </div>
 <p>Remember how the first time we ran the pipeline, <code>targets</code>
 printed out a list of each target as it was being built?</p>
@@ -416,9 +416,9 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
-▶ start target penguins_data
-● built target penguins_data [0.022 seconds]
-▶ end pipeline [0.112 seconds]</code></pre>
+• start target penguins_data
+• built target penguins_data [0.024 seconds]
+• end pipeline [0.144 seconds]</code></pre>
 </div>
 <p>What happened?</p>
 <p>This time, it skipped <code>penguins_csv_file</code> and
@@ -447,7 +447,7 @@ <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>With <code>tar_read(penguins_data</code>) or by running
 <code>tar_load(penguins_data)</code> followed by
@@ -549,7 +549,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Light blue indicates the target is out of date.</p>
 <p>Depending on how you modified the code, any or all of the targets may
@@ -658,7 +658,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-✔ skip pipeline [0.056 seconds]</code></pre>
+✔ skip pipeline [0.079 seconds]</code></pre>
 </div>
 <p>Let’s invalidate <code>penguins_data</code> and run it again:</p>
 <div class="codewrapper sourceCode" id="cb13">
@@ -673,9 +673,9 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
-▶ start target penguins_data
-● built target penguins_data [0.02 seconds]
-▶ end pipeline [0.101 seconds]</code></pre>
+• start target penguins_data
+• built target penguins_data [0.023 seconds]
+• end pipeline [0.133 seconds]</code></pre>
 </div>
 <p>If you want to reset <strong>everything</strong> and start fresh, you
 can use <code>tar_invalidate(everything())</code>
@@ -753,7 +753,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -775,8 +775,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/instructor/lifecycle.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/lifecycle.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/organization.html b/instructor/organization.html
index 45bc83b6..acf2c43a 100644
--- a/instructor/organization.html
+++ b/instructor/organization.html
@@ -295,7 +295,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Best Practices for targets Project Organization</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/organization.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -345,7 +345,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>Episode summary: Demonstrate best-practices for project
 organization</p>
@@ -566,7 +566,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -588,8 +588,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/instructor/organization.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/organization.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/packages.html b/instructor/packages.html
index 07f2ea9b..594958dc 100644
--- a/instructor/packages.html
+++ b/instructor/packages.html
@@ -295,7 +295,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Managing Packages</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/packages.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -416,9 +416,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target adelie_data
-● built target adelie_data [0.028 seconds]
-▶ end pipeline [0.093 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target adelie_data
+• built target adelie_data [0.029 seconds]
+• end pipeline [0.124 seconds]</code></pre>
 </div>
 <p>This method gets around the slow-downs that may sometimes be
 experienced with Method 1.</p>
@@ -450,9 +450,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target adelie_data
-● built target adelie_data [0.028 seconds]
-▶ end pipeline [0.09 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target adelie_data
+• built target adelie_data [0.029 seconds]
+• end pipeline [0.124 seconds]</code></pre>
 </div>
 <p>This can be more memory efficient in some cases than loading all
 packages, since not every target is always made during a typical run of
@@ -481,9 +481,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target adelie_data
-● built target adelie_data [0.014 seconds]
-▶ end pipeline [0.078 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target adelie_data
+• built target adelie_data [0.015 seconds]
+• end pipeline [0.112 seconds]</code></pre>
 </div>
 <p>The benefits of this approach are that the origins of all functions
 is explicit, so you could browse your code (for example, by looking at
@@ -671,7 +671,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -693,8 +693,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/instructor/packages.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/packages.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/instructor/parallel.html b/instructor/parallel.html
index b7ed4b57..0f6f2b95 100644
--- a/instructor/parallel.html
+++ b/instructor/parallel.html
@@ -286,7 +286,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Parallel Processing</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/parallel.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -329,7 +329,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Episode summary: Show how to use parallel processing</p>
 </div>
@@ -605,7 +605,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -627,8 +627,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/parallel.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
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 }
 
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index 806dbdaa..ef3bd045 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -316,7 +316,7 @@ <h1>Learner Profiles</h1>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -338,8 +338,8 @@ <h1>Learner Profiles</h1>
   "url": "https://joelnitta.github.io/targets-workshop/instructor/profiles.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/profiles.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-08-08",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
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diff --git a/instructor/quarto.html b/instructor/quarto.html
index 9157ed07..431b5a91 100644
--- a/instructor/quarto.html
+++ b/instructor/quarto.html
@@ -298,7 +298,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Reproducible Reports with Quarto</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/quarto.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -342,7 +342,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>Episode summary: Show how to write reports with Quarto</p>
 </div>
@@ -552,7 +552,7 @@ <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 id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ul><li><p>In the code chunk labeled <code>results-stats</code>, statistics
 from the models like <em>P</em>-value and adjusted <em>R</em> squared
@@ -632,7 +632,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -654,8 +654,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/quarto.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
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diff --git a/instructor/reference.html b/instructor/reference.html
index 43ee6858..6c349bb8 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -282,7 +282,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Reference</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -345,7 +345,7 @@ <h1>Reference</h1>
         
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         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -367,8 +367,8 @@ <h1>Reference</h1>
   "url": "https://joelnitta.github.io/targets-workshop/instructor/reference.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/instructor/reference.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/introduction.html b/introduction.html
index 63aae96e..e02aa9d0 100644
--- a/introduction.html
+++ b/introduction.html
@@ -298,7 +298,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Introduction</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/introduction.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -490,7 +490,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -512,8 +512,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/introduction.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/introduction.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
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index 7077fea8..5b900b76 100644
--- a/key-points.html
+++ b/key-points.html
@@ -495,7 +495,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
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-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
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   "identifier": "https://joelnitta.github.io/targets-workshop/key-points.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-08-08",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
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diff --git a/lifecycle.html b/lifecycle.html
index bc5f32a4..fa77c33b 100644
--- a/lifecycle.html
+++ b/lifecycle.html
@@ -300,7 +300,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>The Workflow Lifecycle</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/lifecycle.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -356,7 +356,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-✔ skip pipeline [0.063 seconds]</code></pre>
+✔ skip pipeline [0.088 seconds]</code></pre>
 </div>
 <p>Remember how the first time we ran the pipeline, <code>targets</code>
 printed out a list of each target as it was being built?</p>
@@ -400,9 +400,9 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
-▶ start target penguins_data
-● built target penguins_data [0.022 seconds]
-▶ end pipeline [0.112 seconds]</code></pre>
+• start target penguins_data
+• built target penguins_data [0.024 seconds]
+• end pipeline [0.144 seconds]</code></pre>
 </div>
 <p>What happened?</p>
 <p>This time, it skipped <code>penguins_csv_file</code> and
@@ -431,7 +431,7 @@ <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>With <code>tar_read(penguins_data</code>) or by running
 <code>tar_load(penguins_data)</code> followed by
@@ -533,7 +533,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Light blue indicates the target is out of date.</p>
 <p>Depending on how you modified the code, any or all of the targets may
@@ -642,7 +642,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
 ✔ skip target penguins_data
-✔ skip pipeline [0.056 seconds]</code></pre>
+✔ skip pipeline [0.079 seconds]</code></pre>
 </div>
 <p>Let’s invalidate <code>penguins_data</code> and run it again:</p>
 <div class="codewrapper sourceCode" id="cb13">
@@ -657,9 +657,9 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>✔ skip target penguins_csv_file
 ✔ skip target penguins_data_raw
-▶ start target penguins_data
-● built target penguins_data [0.02 seconds]
-▶ end pipeline [0.101 seconds]</code></pre>
+• start target penguins_data
+• built target penguins_data [0.023 seconds]
+• end pipeline [0.133 seconds]</code></pre>
 </div>
 <p>If you want to reset <strong>everything</strong> and start fresh, you
 can use <code>tar_invalidate(everything())</code>
@@ -737,7 +737,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -759,8 +759,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/lifecycle.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/lifecycle.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
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index 082b8357..e8cb4016 100644
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diff --git a/organization.html b/organization.html
index 8b11ce12..f237841a 100644
--- a/organization.html
+++ b/organization.html
@@ -296,7 +296,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Best Practices for targets Project Organization</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/organization.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -550,7 +550,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -572,8 +572,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/organization.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/organization.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/packages.html b/packages.html
index fed3e2e6..560c8b56 100644
--- a/packages.html
+++ b/packages.html
@@ -296,7 +296,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Managing Packages</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/packages.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -400,9 +400,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target adelie_data
-● built target adelie_data [0.028 seconds]
-▶ end pipeline [0.093 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target adelie_data
+• built target adelie_data [0.029 seconds]
+• end pipeline [0.124 seconds]</code></pre>
 </div>
 <p>This method gets around the slow-downs that may sometimes be
 experienced with Method 1.</p>
@@ -434,9 +434,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target adelie_data
-● built target adelie_data [0.028 seconds]
-▶ end pipeline [0.09 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target adelie_data
+• built target adelie_data [0.029 seconds]
+• end pipeline [0.124 seconds]</code></pre>
 </div>
 <p>This can be more memory efficient in some cases than loading all
 packages, since not every target is always made during a typical run of
@@ -465,9 +465,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>▶ start target adelie_data
-● built target adelie_data [0.014 seconds]
-▶ end pipeline [0.078 seconds]</code></pre>
+<pre class="output" tabindex="0"><code>• start target adelie_data
+• built target adelie_data [0.015 seconds]
+• end pipeline [0.112 seconds]</code></pre>
 </div>
 <p>The benefits of this approach are that the origins of all functions
 is explicit, so you could browse your code (for example, by looking at
@@ -655,7 +655,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -677,8 +677,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/packages.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/packages.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/parallel.html b/parallel.html
index f32afe59..fa5b3d23 100644
--- a/parallel.html
+++ b/parallel.html
@@ -287,7 +287,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Parallel Processing</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/parallel.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -590,7 +590,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -612,8 +612,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/parallel.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/parallel.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 00962de2..9425fa91 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 2.19.2
 pkgdown: 2.0.7
 pkgdown_sha: ~
 articles: {}
-last_built: 2023-08-08T01:26Z
+last_built: 2023-08-15T01:33Z
 
diff --git a/profiles.html b/profiles.html
index 21463f9d..88dd72dc 100644
--- a/profiles.html
+++ b/profiles.html
@@ -317,7 +317,7 @@ <h1>Learner Profiles</h1>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -339,8 +339,8 @@ <h1>Learner Profiles</h1>
   "url": "https://joelnitta.github.io/targets-workshop/profiles.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/profiles.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-08-08",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/quarto.html b/quarto.html
index f5cf3597..2062fd69 100644
--- a/quarto.html
+++ b/quarto.html
@@ -299,7 +299,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Reproducible Reports with Quarto</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/episodes/quarto.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -537,7 +537,7 @@ <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 id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ul><li><p>In the code chunk labeled <code>results-stats</code>, statistics
 from the models like <em>P</em>-value and adjusted <em>R</em> squared
@@ -617,7 +617,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -639,8 +639,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://joelnitta.github.io/targets-workshop/quarto.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/quarto.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 00cb1df3..c4ed7e60 100644
--- a/reference.html
+++ b/reference.html
@@ -283,7 +283,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Reference</h1>
-        <p> Last updated on 2023-07-11 | 
+        <p> Last updated on 2023-08-15 | 
         
         <a href="https://github.com/joelnitta/targets-workshop/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -344,7 +344,7 @@ <h1>Reference</h1>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper" class="external-link">sandpaper (0.12.5)</a>,
-        <a href="https://github.com/carpentries/pegboard" class="external-link">pegboard (0.5.3)</a>,
+        <a href="https://github.com/carpentries/pegboard/tree/0.5.3" class="external-link">pegboard (0.5.3)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.2.17" class="external-link">varnish (0.2.17)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
@@ -366,8 +366,8 @@ <h1>Reference</h1>
   "url": "https://joelnitta.github.io/targets-workshop/reference.html",
   "identifier": "https://joelnitta.github.io/targets-workshop/reference.html",
   "dateCreated": "2023-07-31",
-  "dateModified": "2023-07-11",
-  "datePublished": "2023-08-08"
+  "dateModified": "2023-08-15",
+  "datePublished": "2023-08-15"
 }
 
   </script><script>