diff --git a/docs/contents/contributors.html b/docs/contents/contributors.html
index bb258a2c..85efed5b 100644
--- a/docs/contents/contributors.html
+++ b/docs/contents/contributors.html
@@ -597,13 +597,13 @@ <h1 class="title">Contributors</h1>
 <a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?s=100" width="100px;" alt="Kleinbard"><br><sub><b>Kleinbard</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/srivatsankrishnan"><img src="https://avatars.githubusercontent.com/srivatsankrishnan?s=100" width="100px;" alt="Srivatsan Krishnan"><br><sub><b>Srivatsan Krishnan</b></sub></a><br>
+<a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="Alex Rodriguez"><br><sub><b>Alex Rodriguez</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?s=100" width="100px;" alt="Andrea Murillo"><br><sub><b>Andrea Murillo</b></sub></a><br>
+<a href="https://github.com/srivatsankrishnan"><img src="https://avatars.githubusercontent.com/srivatsankrishnan?s=100" width="100px;" alt="Srivatsan Krishnan"><br><sub><b>Srivatsan Krishnan</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="Alex Rodriguez"><br><sub><b>Alex Rodriguez</b></sub></a><br>
+<a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?s=100" width="100px;" alt="Andrea Murillo"><br><sub><b>Andrea Murillo</b></sub></a><br>
 </td>
 </tr>
 <tr>
@@ -611,10 +611,10 @@ <h1 class="title">Contributors</h1>
 <a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"><br><sub><b>arnaumarin</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="Aghyad Deeb"><br><sub><b>Aghyad Deeb</b></sub></a><br>
+<a href="https://github.com/ma3mool"><img src="https://avatars.githubusercontent.com/ma3mool?s=100" width="100px;" alt="Abdulrahman Mahmoud"><br><sub><b>Abdulrahman Mahmoud</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/ma3mool"><img src="https://avatars.githubusercontent.com/ma3mool?s=100" width="100px;" alt="Abdulrahman Mahmoud"><br><sub><b>Abdulrahman Mahmoud</b></sub></a><br>
+<a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="Aghyad Deeb"><br><sub><b>Aghyad Deeb</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/1439f56088ae6ed2a84066d1396e3027?d=identicon&amp;s=100?s=100" width="100px;" alt="Aghyad Deeb"><br><sub><b>Aghyad Deeb</b></sub></a><br>
@@ -625,7 +625,7 @@ <h1 class="title">Contributors</h1>
 </tr>
 <tr>
 <td align="center" valign="top" width="20%">
-<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>
+<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>
@@ -634,7 +634,7 @@ <h1 class="title">Contributors</h1>
 <a href="https://github.com/MichaelSchnebly"><img src="https://avatars.githubusercontent.com/MichaelSchnebly?s=100" width="100px;" alt="Michael Schnebly"><br><sub><b>Michael Schnebly</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/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/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>
@@ -645,10 +645,10 @@ <h1 class="title">Contributors</h1>
 <a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"><br><sub><b>Mark Mazumder</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?s=100" width="100px;" alt="YU SHUN, HSIAO"><br><sub><b>YU SHUN, HSIAO</b></sub></a><br>
+<a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"><br><sub><b>Henry Bae</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"><br><sub><b>Henry Bae</b></sub></a><br>
+<a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?s=100" width="100px;" alt="YU SHUN, HSIAO"><br><sub><b>YU SHUN, HSIAO</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
 <a href="https://github.com/jaywonchung"><img src="https://avatars.githubusercontent.com/jaywonchung?s=100" width="100px;" alt="Jae-Won Chung"><br><sub><b>Jae-Won Chung</b></sub></a><br>
@@ -659,10 +659,10 @@ <h1 class="title">Contributors</h1>
 </tr>
 <tr>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"><br><sub><b>Pong Trairatvorakul</b></sub></a><br>
+<a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="Aditi Raju"><br><sub><b>Aditi Raju</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="Aditi Raju"><br><sub><b>Aditi Raju</b></sub></a><br>
+<a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"><br><sub><b>Pong Trairatvorakul</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
 <a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"><br><sub><b>Marco Zennaro</b></sub></a><br>
@@ -671,32 +671,32 @@ <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/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/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/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/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/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>
+<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>
 <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/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/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>
+<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/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/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/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>
@@ -733,7 +733,7 @@ <h1 class="title">Contributors</h1>
 <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/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f5d58ba6aa9b00189d4c018d370e8f43?d=identicon&amp;s=100?s=100" width="100px;" alt="yanjingl"><br><sub><b>yanjingl</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/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?s=100" width="100px;" alt="Jason Yik"><br><sub><b>Jason Yik</b></sub></a><br>
diff --git a/docs/search.json b/docs/search.json
index 6b468f6d..562c622d 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\nMatthew Stewart\n\n\nJared Ping\n\n\neliasab16\n\n\nishapira\n\n\nMaximilian Lam\n\n\n\n\nMarcelo Rovai\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\nSrivatsan Krishnan\n\n\nAndrea Murillo\n\n\nAlex Rodriguez\n\n\n\n\narnaumarin\n\n\nAghyad Deeb\n\n\nAbdulrahman Mahmoud\n\n\nAghyad Deeb\n\n\nDivya\n\n\n\n\nELSuitorHarvard\n\n\noishib\n\n\nMichael Schnebly\n\n\nEmil Njor\n\n\nJared Ni\n\n\n\n\nMark Mazumder\n\n\nYU SHUN, HSIAO\n\n\nHenry Bae\n\n\nJae-Won Chung\n\n\nJennifer Zhou\n\n\n\n\nPong Trairatvorakul\n\n\nAditi Raju\n\n\nMarco Zennaro\n\n\nColby Banbury\n\n\nAndrew Bass\n\n\n\n\neurashin\n\n\nShvetank Prakash\n\n\nEric D\n\n\nAlex Oesterling\n\n\nBruno Scaglione\n\n\n\n\nAllen-Kuang\n\n\nGauri Jain\n\n\nSara Khosravi\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\nhappyappledog\n\n\nsonghan\n\n\nyanjingl\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",
+    "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\nMatthew Stewart\n\n\nJared Ping\n\n\neliasab16\n\n\nishapira\n\n\nMaximilian Lam\n\n\n\n\nMarcelo Rovai\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\nSara Khosravi\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\nhappyappledog\n\n\nsonghan\n\n\nyanjingl\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",
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