diff --git a/01-introduction.html b/01-introduction.html
index f74cf15..07ebdf7 100644
--- a/01-introduction.html
+++ b/01-introduction.html
@@ -641,7 +641,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2023-04-19",
   "dateModified": "2024-05-02",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
 }
 
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diff --git a/02-snakemake_on_the_cluster.html b/02-snakemake_on_the_cluster.html
index b1def5e..3ddeef2 100644
--- a/02-snakemake_on_the_cluster.html
+++ b/02-snakemake_on_the_cluster.html
@@ -420,7 +420,7 @@ <h3 class="callout-title">Running on the cluster<a class="anchor" aria-label="an
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   <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>The rule is almost identical to the previous rule save for the rule
 name and output file:</p>
@@ -609,7 +609,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="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">
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 <div class="codewrapper sourceCode" id="cb13">
 <h3 class="code-label">YAML<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -738,7 +738,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/02-snakemake_on_the_cluster.html",
   "dateCreated": "2023-04-19",
   "dateModified": "2024-05-02",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
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diff --git a/03-placeholders.html b/03-placeholders.html
index dde0cbc..ce342dd 100644
--- a/03-placeholders.html
+++ b/03-placeholders.html
@@ -503,7 +503,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2023-04-19",
   "dateModified": "2024-05-02",
-  "datePublished": "2024-06-20"
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diff --git a/04-snakemake_and_mpi.html b/04-snakemake_and_mpi.html
index 5eac25f..7bbba73 100644
--- a/04-snakemake_and_mpi.html
+++ b/04-snakemake_and_mpi.html
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   <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">
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 <div class="codewrapper sourceCode" id="cb1">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -490,7 +490,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="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>Update our cluster profile to</p>
 <div class="codewrapper sourceCode" id="cb6">
@@ -778,7 +778,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
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 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -882,7 +882,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -971,7 +971,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/04-snakemake_and_mpi.html",
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   "dateModified": "2024-05-02",
-  "datePublished": "2024-06-20"
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diff --git a/05-chaining_rules.html b/05-chaining_rules.html
index 91c93ee..ef63ec2 100644
--- a/05-chaining_rules.html
+++ b/05-chaining_rules.html
@@ -405,7 +405,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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   <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>We need to add the new rule to our <code>localrules</code>:</p>
 <div class="codewrapper sourceCode" id="cb3">
@@ -646,7 +646,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2023-04-19",
   "dateModified": "2024-05-02",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/06-expansion.html b/06-expansion.html
index f591728..a36f996 100644
--- a/06-expansion.html
+++ b/06-expansion.html
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 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -542,7 +542,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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   <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">
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 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -570,7 +570,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -672,7 +672,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/06-expansion.html",
   "dateCreated": "2023-04-19",
   "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index 3d86c9d..0b99594 100644
--- a/404.html
+++ b/404.html
@@ -377,8 +377,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries-incubator.github.io/hpc-workflows/404.html",
   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/404.html",
   "dateCreated": "2023-04-19",
-  "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
+  "dateModified": "2024-06-25",
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index f1d1bec..05d6d69 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -399,7 +399,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/CODE_OF_CONDUCT.html",
   "dateCreated": "2023-04-19",
   "dateModified": "2024-05-02",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index c235792..daafdd4 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -450,7 +450,7 @@ <h1>Licenses</h1>
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   "dateCreated": "2023-04-19",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 1f9276c..0ed61c9 100644
--- a/aio.html
+++ b/aio.html
@@ -724,7 +724,7 @@ <h3 class="callout-title">Running on the cluster<a class="anchor" aria-label="an
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>The rule is almost identical to the previous rule save for the rule
 name and output file:</p>
@@ -943,7 +943,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="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">
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 <h3 class="code-label">YAML<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1197,7 +1197,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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   <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">
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 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1300,7 +1300,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="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>Update our cluster profile to</p>
 <div class="codewrapper sourceCode" id="cb6">
@@ -1622,7 +1622,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
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 <div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1726,7 +1726,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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 <div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1838,7 +1838,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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 </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>We need to add the new rule to our <code>localrules</code>:</p>
 <div class="codewrapper sourceCode" id="cb3">
@@ -2203,7 +2203,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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 </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">
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@@ -2244,7 +2244,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="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">
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 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2272,7 +2272,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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 <div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2365,8 +2365,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2023-04-19",
-  "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
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 }
 
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diff --git a/images.html b/images.html
index 993f83e..75887a4 100644
--- a/images.html
+++ b/images.html
@@ -420,8 +420,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/images.html",
   "dateCreated": "2023-04-19",
-  "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
+  "dateModified": "2024-06-25",
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diff --git a/index.html b/index.html
index abc68ca..f349bd8 100644
--- a/index.html
+++ b/index.html
@@ -451,8 +451,8 @@ <h4 class="accordion-header" id="headingSolution3">
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   "dateCreated": "2023-04-19",
-  "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
+  "dateModified": "2024-06-25",
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diff --git a/instructor-notes.html b/instructor-notes.html
index a067d28..5fa3b9e 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -422,8 +422,8 @@ <h1>Instructor Notes</h1>
   "url": "https://carpentries-incubator.github.io/hpc-workflows/instructor-notes.html",
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-  "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
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diff --git a/instructor/01-introduction.html b/instructor/01-introduction.html
index e8ef530..c00d0b4 100644
--- a/instructor/01-introduction.html
+++ b/instructor/01-introduction.html
@@ -643,7 +643,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2023-04-19",
   "dateModified": "2024-05-02",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
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diff --git a/instructor/02-snakemake_on_the_cluster.html b/instructor/02-snakemake_on_the_cluster.html
index 63de237..d6a5999 100644
--- a/instructor/02-snakemake_on_the_cluster.html
+++ b/instructor/02-snakemake_on_the_cluster.html
@@ -422,7 +422,7 @@ <h3 class="callout-title">Running on the cluster<a class="anchor" aria-label="an
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>The rule is almost identical to the previous rule save for the rule
 name and output file:</p>
@@ -611,7 +611,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="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">
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 <div class="codewrapper sourceCode" id="cb13">
 <h3 class="code-label">YAML<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -740,7 +740,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2023-04-19",
   "dateModified": "2024-05-02",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/instructor/03-placeholders.html b/instructor/03-placeholders.html
index 8843479..71a1c01 100644
--- a/instructor/03-placeholders.html
+++ b/instructor/03-placeholders.html
@@ -505,7 +505,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2023-04-19",
   "dateModified": "2024-05-02",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
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   </script><script>
diff --git a/instructor/04-snakemake_and_mpi.html b/instructor/04-snakemake_and_mpi.html
index a3fece5..d690738 100644
--- a/instructor/04-snakemake_and_mpi.html
+++ b/instructor/04-snakemake_and_mpi.html
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   <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">
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 <div class="codewrapper sourceCode" id="cb1">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -492,7 +492,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="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>Update our cluster profile to</p>
 <div class="codewrapper sourceCode" id="cb6">
@@ -780,7 +780,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -884,7 +884,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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 <div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -973,7 +973,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2023-04-19",
   "dateModified": "2024-05-02",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
 }
 
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diff --git a/instructor/05-chaining_rules.html b/instructor/05-chaining_rules.html
index 4713025..a684a88 100644
--- a/instructor/05-chaining_rules.html
+++ b/instructor/05-chaining_rules.html
@@ -407,7 +407,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>We need to add the new rule to our <code>localrules</code>:</p>
 <div class="codewrapper sourceCode" id="cb3">
@@ -648,7 +648,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2023-04-19",
   "dateModified": "2024-05-02",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/instructor/06-expansion.html b/instructor/06-expansion.html
index aa6149f..572ef82 100644
--- a/instructor/06-expansion.html
+++ b/instructor/06-expansion.html
@@ -503,7 +503,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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 <div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -544,7 +544,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="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">
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 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -572,7 +572,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -674,7 +674,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2023-04-19",
   "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 5622c99..7f69df7 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -377,8 +377,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries-incubator.github.io/hpc-workflows/instructor/404.html",
   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/instructor/404.html",
   "dateCreated": "2023-04-19",
-  "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
+  "dateModified": "2024-06-25",
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index bc54060..3c9047d 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -401,7 +401,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2023-04-19",
   "dateModified": "2024-05-02",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index ee70e07..1133c90 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -452,7 +452,7 @@ <h1>Licenses</h1>
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   "dateCreated": "2023-04-19",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 8b55739..02da648 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -728,7 +728,7 @@ <h3 class="callout-title">Running on the cluster<a class="anchor" aria-label="an
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   <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>The rule is almost identical to the previous rule save for the rule
 name and output file:</p>
@@ -947,7 +947,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="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">
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 <div class="codewrapper sourceCode" id="cb13">
 <h3 class="code-label">YAML<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1203,7 +1203,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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   <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">
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 <div class="codewrapper sourceCode" id="cb1">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1306,7 +1306,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="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>Update our cluster profile to</p>
 <div class="codewrapper sourceCode" id="cb6">
@@ -1628,7 +1628,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
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 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1732,7 +1732,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1845,7 +1845,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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   <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>We need to add the new rule to our <code>localrules</code>:</p>
 <div class="codewrapper sourceCode" id="cb3">
@@ -2211,7 +2211,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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   <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">
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 <div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2252,7 +2252,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="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">
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 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2280,7 +2280,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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 <div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2373,8 +2373,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/instructor/aio.html",
   "dateCreated": "2023-04-19",
-  "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
+  "dateModified": "2024-06-25",
+  "datePublished": "2024-06-25"
 }
 
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diff --git a/instructor/images.html b/instructor/images.html
index d183771..3a4b658 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -422,8 +422,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "dateCreated": "2023-04-19",
-  "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
+  "dateModified": "2024-06-25",
+  "datePublished": "2024-06-25"
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diff --git a/instructor/index.html b/instructor/index.html
index 48dd0fc..0cbe97c 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -516,8 +516,8 @@ <h4 class="accordion-header" id="headingSolution3">
   "url": "https://carpentries-incubator.github.io/hpc-workflows/instructor/index.html",
   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/instructor/index.html",
   "dateCreated": "2023-04-19",
-  "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
+  "dateModified": "2024-06-25",
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index eaeb80a..2b71838 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -430,8 +430,8 @@ <h1>Instructor Notes</h1>
   "url": "https://carpentries-incubator.github.io/hpc-workflows/instructor/instructor-notes.html",
   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/instructor/instructor-notes.html",
   "dateCreated": "2023-04-19",
-  "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
+  "dateModified": "2024-06-25",
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 826e21b..cea668a 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -461,8 +461,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries-incubator.github.io/hpc-workflows/instructor/key-points.html",
   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/instructor/key-points.html",
   "dateCreated": "2023-04-19",
-  "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
+  "dateModified": "2024-06-25",
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 701a1de..5367922 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -352,8 +352,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/hpc-workflows/instructor/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/instructor/profiles.html",
   "dateCreated": "2023-04-19",
-  "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
+  "dateModified": "2024-06-25",
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 9a1190a..5c542ca 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -394,7 +394,7 @@ <h1>Reference</h1>
   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/instructor/reference.html",
   "dateCreated": "2023-04-19",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 39436cc..c2fa0a7 100644
--- a/key-points.html
+++ b/key-points.html
@@ -459,8 +459,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries-incubator.github.io/hpc-workflows/key-points.html",
   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/key-points.html",
   "dateCreated": "2023-04-19",
-  "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
+  "dateModified": "2024-06-25",
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 430dbb5..fd1c014 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 3.1.11
 pkgdown: 2.0.9
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-06-20T20:10Z
+last_built: 2024-06-25T01:01Z
 
diff --git a/profiles.html b/profiles.html
index d923434..dac12c8 100644
--- a/profiles.html
+++ b/profiles.html
@@ -352,8 +352,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/hpc-workflows/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/profiles.html",
   "dateCreated": "2023-04-19",
-  "dateModified": "2024-06-20",
-  "datePublished": "2024-06-20"
+  "dateModified": "2024-06-25",
+  "datePublished": "2024-06-25"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 181351e..239fe6c 100644
--- a/reference.html
+++ b/reference.html
@@ -392,7 +392,7 @@ <h1>Reference</h1>
   "identifier": "https://carpentries-incubator.github.io/hpc-workflows/reference.html",
   "dateCreated": "2023-04-19",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-06-20"
+  "datePublished": "2024-06-25"
 }
 
   </script><script>