diff --git a/docs/contents/contributors.html b/docs/contents/contributors.html
index 0ef27812..d0f88925 100644
--- a/docs/contents/contributors.html
+++ b/docs/contents/contributors.html
@@ -624,7 +624,7 @@ <h1 class="title">Contributors</h1>
 </tr>
 <tr>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"><br><sub><b>Jared Ni</b></sub></a><br>
+<a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"><br><sub><b>Emil Njor</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
 <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>
@@ -636,7 +636,7 @@ <h1 class="title">Contributors</h1>
 <a href="https://github.com/ELSuitorHarvard"><img src="https://avatars.githubusercontent.com/ELSuitorHarvard?s=100" width="100px;" alt="ELSuitorHarvard"><br><sub><b>ELSuitorHarvard</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"><br><sub><b>Emil Njor</b></sub></a><br>
+<a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"><br><sub><b>Jared Ni</b></sub></a><br>
 </td>
 </tr>
 <tr>
@@ -670,47 +670,44 @@ <h1 class="title">Contributors</h1>
 <a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"><br><sub><b>Colby Banbury</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?s=100" width="100px;" alt="Andrew Bass"><br><sub><b>Andrew Bass</b></sub></a><br>
+<a href="https://github.com/eurashin"><img src="https://avatars.githubusercontent.com/eurashin?s=100" width="100px;" alt="eurashin"><br><sub><b>eurashin</b></sub></a><br>
 </td>
 </tr>
 <tr>
 <td align="center" valign="top" width="20%">
-<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>
-</td>
-<td align="center" valign="top" width="20%">
-<a href="https://github.com/eurashin"><img src="https://avatars.githubusercontent.com/eurashin?s=100" width="100px;" alt="eurashin"><br><sub><b>eurashin</b></sub></a><br>
+<a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?s=100" width="100px;" alt="Andrew Bass"><br><sub><b>Andrew Bass</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/BrunoScaglione"><img src="https://avatars.githubusercontent.com/BrunoScaglione?s=100" width="100px;" alt="Bruno Scaglione"><br><sub><b>Bruno Scaglione</b></sub></a><br>
+<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>
 </td>
 <td align="center" valign="top" width="20%">
 <a href="https://github.com/Allen-Kuang"><img src="https://avatars.githubusercontent.com/Allen-Kuang?s=100" width="100px;" alt="Allen-Kuang"><br><sub><b>Allen-Kuang</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/Gjain234"><img src="https://avatars.githubusercontent.com/Gjain234?s=100" width="100px;" alt="Gauri Jain"><br><sub><b>Gauri Jain</b></sub></a><br>
+<a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"><br><sub><b>Eric D</b></sub></a><br>
 </td>
-</tr>
-<tr>
 <td align="center" valign="top" width="20%">
 <a href="https://github.com/alex-oesterling"><img src="https://avatars.githubusercontent.com/alex-oesterling?s=100" width="100px;" alt="Alex Oesterling"><br><sub><b>Alex Oesterling</b></sub></a><br>
 </td>
+</tr>
+<tr>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"><br><sub><b>Eric D</b></sub></a><br>
+<a href="https://github.com/Gjain234"><img src="https://avatars.githubusercontent.com/Gjain234?s=100" width="100px;" alt="Gauri Jain"><br><sub><b>Gauri Jain</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/abigailswallow"><img src="https://avatars.githubusercontent.com/abigailswallow?s=100" width="100px;" alt="abigailswallow"><br><sub><b>abigailswallow</b></sub></a><br>
+<a href="https://github.com/BrunoScaglione"><img src="https://avatars.githubusercontent.com/BrunoScaglione?s=100" width="100px;" alt="Bruno Scaglione"><br><sub><b>Bruno Scaglione</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="Shreya Johri"><br><sub><b>Shreya Johri</b></sub></a><br>
+<a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/c2dc311aa8122d5f5f061e1db14682b1?d=identicon&amp;s=100?s=100" width="100px;" alt="songhan"><br><sub><b>songhan</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
 <a href="https://github.com/vitasam"><img src="https://avatars.githubusercontent.com/vitasam?s=100" width="100px;" alt="The Random DIY"><br><sub><b>The Random DIY</b></sub></a><br>
 </td>
-</tr>
-<tr>
 <td align="center" valign="top" width="20%">
 <a href="https://github.com/vijay-edu"><img src="https://avatars.githubusercontent.com/vijay-edu?s=100" width="100px;" alt="Vijay Edupuganti"><br><sub><b>Vijay Edupuganti</b></sub></a><br>
 </td>
+</tr>
+<tr>
 <td align="center" valign="top" width="20%">
 <a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/35a8d9ffd03f05e79a2c6ce6206a56f2?d=identicon&amp;s=100?s=100" width="100px;" alt="Batur Arslan"><br><sub><b>Batur Arslan</b></sub></a><br>
 </td>
@@ -723,33 +720,39 @@ <h1 class="title">Contributors</h1>
 <td align="center" valign="top" width="20%">
 <a href="https://github.com/skmur"><img src="https://avatars.githubusercontent.com/skmur?s=100" width="100px;" alt="Sonia Murthy"><br><sub><b>Sonia Murthy</b></sub></a><br>
 </td>
+<td align="center" valign="top" width="20%">
+<a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="Shreya Johri"><br><sub><b>Shreya Johri</b></sub></a><br>
+</td>
 </tr>
 <tr>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/c2dc311aa8122d5f5f061e1db14682b1?d=identicon&amp;s=100?s=100" width="100px;" alt="songhan"><br><sub><b>songhan</b></sub></a><br>
+<a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"><br><sub><b>happyappledog</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/eezike"><img src="https://avatars.githubusercontent.com/eezike?s=100" width="100px;" alt="Emeka Ezike"><br><sub><b>Emeka Ezike</b></sub></a><br>
+<a href="https://github.com/YLab-UChicago"><img src="https://avatars.githubusercontent.com/YLab-UChicago?s=100" width="100px;" alt="yanjingl"><br><sub><b>yanjingl</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/YLab-UChicago"><img src="https://avatars.githubusercontent.com/YLab-UChicago?s=100" width="100px;" alt="yanjingl"><br><sub><b>yanjingl</b></sub></a><br>
+<a href="https://github.com/Sara-Khosravi"><img src="https://avatars.githubusercontent.com/Sara-Khosravi?s=100" width="100px;" alt="Sara Khosravi"><br><sub><b>Sara Khosravi</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"><br><sub><b>happyappledog</b></sub></a><br>
+<a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?s=100" width="100px;" alt="Jason Yik"><br><sub><b>Jason Yik</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<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/ciyer64"><img src="https://avatars.githubusercontent.com/ciyer64?s=100" width="100px;" alt="Curren Iyer"><br><sub><b>Curren Iyer</b></sub></a><br>
 </td>
 </tr>
 <tr>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/ciyer64"><img src="https://avatars.githubusercontent.com/ciyer64?s=100" width="100px;" alt="Curren Iyer"><br><sub><b>Curren Iyer</b></sub></a><br>
+<a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/7cd8d5dfd83071f23979019d97655dc5?d=identicon&amp;s=100?s=100" width="100px;" alt="Annie Laurie Cook"><br><sub><b>Annie Laurie Cook</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/7cd8d5dfd83071f23979019d97655dc5?d=identicon&amp;s=100?s=100" width="100px;" alt="Annie Laurie Cook"><br><sub><b>Annie Laurie Cook</b></sub></a><br>
+<a href="https://github.com/eezike"><img src="https://avatars.githubusercontent.com/eezike?s=100" width="100px;" alt="Emeka Ezike"><br><sub><b>Emeka Ezike</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?s=100" width="100px;" alt="Jason Yik"><br><sub><b>Jason Yik</b></sub></a><br>
+<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>
+</td>
+<td align="center" valign="top" width="20%">
+<a href="https://github.com/abigailswallow"><img src="https://avatars.githubusercontent.com/abigailswallow?s=100" width="100px;" alt="abigailswallow"><br><sub><b>abigailswallow</b></sub></a><br>
 </td>
 </tr>
 </tbody>
diff --git a/docs/search.json b/docs/search.json
index 710d16a8..30b32b3d 100644
--- a/docs/search.json
+++ b/docs/search.json
@@ -59,7 +59,7 @@
     "href": "contents/contributors.html",
     "title": "Contributors",
     "section": "",
-    "text": "We extend our sincere thanks to the diverse group of individuals who have generously contributed their expertise, insights, and time to enhance both the content and codebase of this project. Below you will find a list of all contributors. If you would like to contribute to this project, please see our GitHub page.\n\n\n\n\n\n\n\n\nVijay Janapa Reddi\n\n\nIkechukwu Uchendu\n\n\nnaeemkh\n\n\nDouwe den Blanken\n\n\nShanzeh Batool\n\n\n\n\nJared Ping\n\n\neliasab16\n\n\nishapira\n\n\nMaximilian Lam\n\n\nMarcelo Rovai\n\n\n\n\nMatthew Stewart\n\n\nJayson Lin\n\n\nSophia Cho\n\n\nJeffrey Ma\n\n\nKorneel Van den Berghe\n\n\n\n\nZishen\n\n\nKleinbard\n\n\nAlex Rodriguez\n\n\nSrivatsan Krishnan\n\n\nAndrea Murillo\n\n\n\n\narnaumarin\n\n\nAbdulrahman Mahmoud\n\n\nAghyad Deeb\n\n\nAghyad Deeb\n\n\nDivya\n\n\n\n\nJared Ni\n\n\noishib\n\n\nMichael Schnebly\n\n\nELSuitorHarvard\n\n\nEmil Njor\n\n\n\n\nMark Mazumder\n\n\nHenry Bae\n\n\nYU SHUN, HSIAO\n\n\nJae-Won Chung\n\n\nJennifer Zhou\n\n\n\n\nAditi Raju\n\n\nPong Trairatvorakul\n\n\nMarco Zennaro\n\n\nColby Banbury\n\n\nAndrew Bass\n\n\n\n\nShvetank Prakash\n\n\neurashin\n\n\nBruno Scaglione\n\n\nAllen-Kuang\n\n\nGauri Jain\n\n\n\n\nAlex Oesterling\n\n\nEric D\n\n\nabigailswallow\n\n\nShreya Johri\n\n\nThe Random DIY\n\n\n\n\nVijay Edupuganti\n\n\nBatur Arslan\n\n\nCostin-Andrei Oncescu\n\n\nYu-Shun Hsiao\n\n\nSonia Murthy\n\n\n\n\nsonghan\n\n\nEmeka Ezike\n\n\nyanjingl\n\n\nhappyappledog\n\n\nJessica Quaye\n\n\n\n\nCurren Iyer\n\n\nAnnie Laurie Cook\n\n\nJason Yik",
+    "text": "We extend our sincere thanks to the diverse group of individuals who have generously contributed their expertise, insights, and time to enhance both the content and codebase of this project. Below you will find a list of all contributors. If you would like to contribute to this project, please see our GitHub page.\n\n\n\n\n\n\n\n\nVijay Janapa Reddi\n\n\nIkechukwu Uchendu\n\n\nnaeemkh\n\n\nDouwe den Blanken\n\n\nShanzeh Batool\n\n\n\n\nJared Ping\n\n\neliasab16\n\n\nishapira\n\n\nMaximilian Lam\n\n\nMarcelo Rovai\n\n\n\n\nMatthew Stewart\n\n\nJayson Lin\n\n\nSophia Cho\n\n\nJeffrey Ma\n\n\nKorneel Van den Berghe\n\n\n\n\nZishen\n\n\nKleinbard\n\n\nAlex Rodriguez\n\n\nSrivatsan Krishnan\n\n\nAndrea Murillo\n\n\n\n\narnaumarin\n\n\nAbdulrahman Mahmoud\n\n\nAghyad Deeb\n\n\nAghyad Deeb\n\n\nDivya\n\n\n\n\nEmil Njor\n\n\noishib\n\n\nMichael Schnebly\n\n\nELSuitorHarvard\n\n\nJared Ni\n\n\n\n\nMark Mazumder\n\n\nHenry Bae\n\n\nYU SHUN, HSIAO\n\n\nJae-Won Chung\n\n\nJennifer Zhou\n\n\n\n\nAditi Raju\n\n\nPong Trairatvorakul\n\n\nMarco Zennaro\n\n\nColby Banbury\n\n\neurashin\n\n\n\n\nAndrew Bass\n\n\nShvetank Prakash\n\n\nAllen-Kuang\n\n\nEric D\n\n\nAlex Oesterling\n\n\n\n\nGauri Jain\n\n\nBruno Scaglione\n\n\nsonghan\n\n\nThe Random DIY\n\n\nVijay Edupuganti\n\n\n\n\nBatur Arslan\n\n\nCostin-Andrei Oncescu\n\n\nYu-Shun Hsiao\n\n\nSonia Murthy\n\n\nShreya Johri\n\n\n\n\nhappyappledog\n\n\nyanjingl\n\n\nSara Khosravi\n\n\nJason Yik\n\n\nCurren Iyer\n\n\n\n\nAnnie Laurie Cook\n\n\nEmeka Ezike\n\n\nJessica Quaye\n\n\nabigailswallow",
     "crumbs": [
       "FRONT MATTER",
       "Contributors"