diff --git a/.all-contributorsrc b/.all-contributorsrc
index 81585376..525828c0 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -7,19 +7,37 @@
     ],
     "contributors": [
         {
-            "login": "sjohri20",
-            "name": "sjohri20",
-            "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
-            "profile": "https://github.com/sjohri20",
+            "login": "oishib",
+            "name": "oishib",
+            "avatar_url": "https://avatars.githubusercontent.com/oishib",
+            "profile": "https://github.com/oishib",
             "contributions": [
                 "doc"
             ]
         },
         {
-            "login": "ishapira1",
-            "name": "ishapira",
-            "avatar_url": "https://avatars.githubusercontent.com/ishapira1",
-            "profile": "https://github.com/ishapira1",
+            "login": "Mjrovai",
+            "name": "Marcelo Rovai",
+            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
+            "profile": "https://github.com/Mjrovai",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "uchendui",
+            "name": "Ikechukwu Uchendu",
+            "avatar_url": "https://avatars.githubusercontent.com/uchendui",
+            "profile": "https://github.com/uchendui",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "sjohri20",
+            "name": "sjohri20",
+            "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
+            "profile": "https://github.com/sjohri20",
             "contributions": [
                 "doc"
             ]
@@ -42,15 +60,6 @@
                 "doc"
             ]
         },
-        {
-            "login": "uchendui",
-            "name": "Ikechukwu Uchendu",
-            "avatar_url": "https://avatars.githubusercontent.com/uchendui",
-            "profile": "https://github.com/uchendui",
-            "contributions": [
-                "doc"
-            ]
-        },
         {
             "login": "profvjreddi",
             "name": "Vijay Janapa Reddi",
@@ -61,10 +70,10 @@
             ]
         },
         {
-            "login": "oishib",
-            "name": "oishib",
-            "avatar_url": "https://avatars.githubusercontent.com/oishib",
-            "profile": "https://github.com/oishib",
+            "login": "ishapira1",
+            "name": "ishapira",
+            "avatar_url": "https://avatars.githubusercontent.com/ishapira1",
+            "profile": "https://github.com/ishapira1",
             "contributions": [
                 "doc"
             ]
@@ -77,15 +86,6 @@
             "contributions": [
                 "doc"
             ]
-        },
-        {
-            "login": "Mjrovai",
-            "name": "Marcelo Rovai",
-            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
-            "profile": "https://github.com/Mjrovai",
-            "contributions": [
-                "doc"
-            ]
         }
     ],
     "repoType": "github",
diff --git a/README.md b/README.md
index 46c66fae..005cbdb4 100644
--- a/README.md
+++ b/README.md
@@ -88,17 +88,17 @@ quarto render
 <table>
   <tbody>
     <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=oishib" 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/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/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=sjohri20" title="Documentation">📖</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=ishapira1" 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/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/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/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=oishib" title="Documentation">📖</a></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=ishapira1" 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/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>
     </tr>
   </tbody>
 </table>
diff --git a/contributors.qmd b/contributors.qmd
index 584fae50..5580d52d 100644
--- a/contributors.qmd
+++ b/contributors.qmd
@@ -8,17 +8,17 @@ 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/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=oishib" 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/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/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=sjohri20" title="Documentation">📖</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=ishapira1" 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/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/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/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=oishib" title="Documentation">📖</a></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=ishapira1" 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/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>
     </tr>
   </tbody>
 </table>