diff --git a/.all-contributorsrc b/.all-contributorsrc
index 677451f95..932e0c93a 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -7,55 +7,55 @@
     ],
     "contributors": [
         {
-            "login": "Mjrovai",
-            "name": "Marcelo Rovai",
-            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
-            "profile": "https://github.com/Mjrovai",
+            "login": "ShvetankPrakash",
+            "name": "Shvetank Prakash",
+            "avatar_url": "https://avatars.githubusercontent.com/ShvetankPrakash",
+            "profile": "https://github.com/ShvetankPrakash",
             "contributions": [
                 "doc"
             ]
         },
         {
-            "login": "jessicaquaye",
-            "name": "Jessica Quaye",
-            "avatar_url": "https://avatars.githubusercontent.com/jessicaquaye",
-            "profile": "https://github.com/jessicaquaye",
+            "login": "profvjreddi",
+            "name": "Vijay Janapa Reddi",
+            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
+            "profile": "https://github.com/profvjreddi",
             "contributions": [
                 "doc"
             ]
         },
         {
-            "login": "uchendui",
-            "name": "Ikechukwu Uchendu",
-            "avatar_url": "https://avatars.githubusercontent.com/uchendui",
-            "profile": "https://github.com/uchendui",
+            "login": "mpstewart1",
+            "name": "Matthew Stewart",
+            "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
+            "profile": "https://github.com/mpstewart1",
             "contributions": [
                 "doc"
             ]
         },
         {
-            "login": "profvjreddi",
-            "name": "Vijay Janapa Reddi",
-            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
-            "profile": "https://github.com/profvjreddi",
+            "login": "uchendui",
+            "name": "Ikechukwu Uchendu",
+            "avatar_url": "https://avatars.githubusercontent.com/uchendui",
+            "profile": "https://github.com/uchendui",
             "contributions": [
                 "doc"
             ]
         },
         {
-            "login": "ShvetankPrakash",
-            "name": "Shvetank Prakash",
-            "avatar_url": "https://avatars.githubusercontent.com/ShvetankPrakash",
-            "profile": "https://github.com/ShvetankPrakash",
+            "login": "Mjrovai",
+            "name": "Marcelo Rovai",
+            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
+            "profile": "https://github.com/Mjrovai",
             "contributions": [
                 "doc"
             ]
         },
         {
-            "login": "mpstewart1",
-            "name": "Matthew Stewart",
-            "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
-            "profile": "https://github.com/mpstewart1",
+            "login": "jessicaquaye",
+            "name": "Jessica Quaye",
+            "avatar_url": "https://avatars.githubusercontent.com/jessicaquaye",
+            "profile": "https://github.com/jessicaquaye",
             "contributions": [
                 "doc"
             ]
diff --git a/README.md b/README.md
index 45f318665..31fe83278 100644
--- a/README.md
+++ b/README.md
@@ -88,12 +88,12 @@ quarto render
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=Mjrovai" title="Documentation">📖</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=jessicaquaye" title="Documentation">📖</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=uchendui" title="Documentation">📖</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=profvjreddi" title="Documentation">📖</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=ShvetankPrakash" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=profvjreddi" title="Documentation">📖</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=mpstewart1" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=uchendui" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=Mjrovai" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=jessicaquaye" title="Documentation">📖</a></td>
     </tr>
   </tbody>
 </table>
diff --git a/contributors.qmd b/contributors.qmd
index 729fb0d3e..3773d2e82 100644
--- a/contributors.qmd
+++ b/contributors.qmd
@@ -8,12 +8,12 @@ We extend our sincere thanks to the diverse group of individuals who have genero
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=Mjrovai" title="Documentation">📖</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=jessicaquaye" title="Documentation">📖</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=uchendui" title="Documentation">📖</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=profvjreddi" title="Documentation">📖</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=ShvetankPrakash" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=profvjreddi" title="Documentation">📖</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=mpstewart1" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=uchendui" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=Mjrovai" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=jessicaquaye" title="Documentation">📖</a></td>
     </tr>
   </tbody>
 </table>