diff --git a/.all-contributorsrc b/.all-contributorsrc
index 2ac687473..86d263dde 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -216,6 +216,13 @@
             "profile": "https://github.com/srivatsankrishnan",
             "contributions": []
         },
+        {
+            "login": "asgalon",
+            "name": "Peter Koellner",
+            "avatar_url": "https://avatars.githubusercontent.com/asgalon",
+            "profile": "https://github.com/asgalon",
+            "contributions": []
+        },
         {
             "login": "aptl26",
             "name": "Aghyad Deeb",
@@ -237,13 +244,6 @@
             "profile": "https://github.com/arnaumarin",
             "contributions": []
         },
-        {
-            "login": "AditiR-42",
-            "name": "Aditi Raju",
-            "avatar_url": "https://avatars.githubusercontent.com/AditiR-42",
-            "profile": "https://github.com/AditiR-42",
-            "contributions": []
-        },
         {
             "login": "kaiM0ves",
             "name": "kaiM0ves",
@@ -266,17 +266,10 @@
             "contributions": []
         },
         {
-            "login": "ELSuitorHarvard",
-            "name": "ELSuitorHarvard",
-            "avatar_url": "https://avatars.githubusercontent.com/ELSuitorHarvard",
-            "profile": "https://github.com/ELSuitorHarvard",
-            "contributions": []
-        },
-        {
-            "login": "asgalon",
-            "name": "Peter Koellner",
-            "avatar_url": "https://avatars.githubusercontent.com/asgalon",
-            "profile": "https://github.com/asgalon",
+            "login": "AditiR-42",
+            "name": "Aditi Raju",
+            "avatar_url": "https://avatars.githubusercontent.com/AditiR-42",
+            "profile": "https://github.com/AditiR-42",
             "contributions": []
         },
         {
@@ -286,6 +279,13 @@
             "profile": "https://github.com/VThuong99",
             "contributions": []
         },
+        {
+            "login": "ELSuitorHarvard",
+            "name": "ELSuitorHarvard",
+            "avatar_url": "https://avatars.githubusercontent.com/ELSuitorHarvard",
+            "profile": "https://github.com/ELSuitorHarvard",
+            "contributions": []
+        },
         {
             "login": "Ekhao",
             "name": "Emil Njor",
diff --git a/site/about/contributors.json b/site/about/contributors.json
index 720cd85a2..2aaafb0b6 100644
--- a/site/about/contributors.json
+++ b/site/about/contributors.json
@@ -1,11 +1,11 @@
 {
-  "generated": "2026-03-22T17:14:15.620922+00:00",
+  "generated": "2026-03-24T15:28:52.860181+00:00",
   "repo": "harvard-edge/cs249r_book",
   "stats": {
-    "forks": 2719,
+    "forks": 2725,
     "issues": 42,
-    "stars": 22864,
-    "watchers": 183
+    "stars": 22905,
+    "watchers": 180
   },
   "total": 92,
   "contributors": [
@@ -13,14 +13,14 @@
       "login": "profvjreddi",
       "name": "Vijay Janapa Reddi",
       "avatar_url": "https://avatars.githubusercontent.com/u/6807956?v=4",
-      "contributions": 8889,
+      "contributions": 8968,
       "html_url": "https://github.com/profvjreddi"
     },
     {
       "login": "hzeljko",
       "name": "Zeljko Hrcek",
       "avatar_url": "https://avatars.githubusercontent.com/u/36451783?v=4",
-      "contributions": 194,
+      "contributions": 199,
       "html_url": "https://github.com/hzeljko"
     },
     {
@@ -205,6 +205,13 @@
       "contributions": 7,
       "html_url": "https://github.com/DivyaAmirtharaj"
     },
+    {
+      "login": "asgalon",
+      "name": "Peter Koellner",
+      "avatar_url": "https://avatars.githubusercontent.com/u/45242704?v=4",
+      "contributions": 6,
+      "html_url": "https://github.com/asgalon"
+    },
     {
       "login": "aptl26",
       "name": "Aghyad Deeb",
@@ -366,13 +373,6 @@
       "contributions": 3,
       "html_url": "https://github.com/AndreaMattiaGaravagno"
     },
-    {
-      "login": "octo-patch",
-      "name": "Octopus",
-      "avatar_url": "https://avatars.githubusercontent.com/u/266937838?v=4",
-      "contributions": 2,
-      "html_url": "https://github.com/octo-patch"
-    },
     {
       "login": "RinZ27",
       "name": "Rin",
@@ -380,6 +380,13 @@
       "contributions": 2,
       "html_url": "https://github.com/RinZ27"
     },
+    {
+      "login": "octo-patch",
+      "name": "Octopus",
+      "avatar_url": "https://avatars.githubusercontent.com/u/266937838?v=4",
+      "contributions": 2,
+      "html_url": "https://github.com/octo-patch"
+    },
     {
       "login": "FinAminToastCrunch",
       "name": "Fin Amin",
@@ -423,46 +430,11 @@
       "html_url": "https://github.com/taunoe"
     },
     {
-      "login": "serco425",
-      "name": "Sercan Ayg\u00fcn",
-      "avatar_url": "https://avatars.githubusercontent.com/u/7710195?v=4",
+      "login": "Allenkzl",
+      "name": "Allenkzl",
+      "avatar_url": "https://avatars.githubusercontent.com/u/36036697?v=4",
       "contributions": 2,
-      "html_url": "https://github.com/serco425"
-    },
-    {
-      "login": "salmanmkc",
-      "name": "Salman Chishti",
-      "avatar_url": "https://avatars.githubusercontent.com/u/32169182?v=4",
-      "contributions": 2,
-      "html_url": "https://github.com/salmanmkc"
-    },
-    {
-      "login": "BunningsWarehouseOfficial",
-      "name": "Kristian Rado\u0161",
-      "avatar_url": "https://avatars.githubusercontent.com/u/49220945?v=4",
-      "contributions": 2,
-      "html_url": "https://github.com/BunningsWarehouseOfficial"
-    },
-    {
-      "login": "Gjain234",
-      "name": "Gauri Jain",
-      "avatar_url": "https://avatars.githubusercontent.com/u/25145128?v=4",
-      "contributions": 2,
-      "html_url": "https://github.com/Gjain234"
-    },
-    {
-      "login": "gnodipac886",
-      "name": "gnodipac886",
-      "avatar_url": "https://avatars.githubusercontent.com/u/44887166?v=4",
-      "contributions": 2,
-      "html_url": "https://github.com/gnodipac886"
-    },
-    {
-      "login": "eimlav",
-      "name": "Eimhin Laverty",
-      "avatar_url": "https://avatars.githubusercontent.com/u/24768276?v=4",
-      "contributions": 2,
-      "html_url": "https://github.com/eimlav"
+      "html_url": "https://github.com/Allenkzl"
     },
     {
       "login": "alex-oesterling",
@@ -471,13 +443,6 @@
       "contributions": 2,
       "html_url": "https://github.com/alex-oesterling"
     },
-    {
-      "login": "Allenkzl",
-      "name": "Allenkzl",
-      "avatar_url": "https://avatars.githubusercontent.com/u/36036697?v=4",
-      "contributions": 2,
-      "html_url": "https://github.com/Allenkzl"
-    },
     {
       "login": "BrunoScaglione",
       "name": "Bruno Scaglione",
@@ -486,74 +451,53 @@
       "html_url": "https://github.com/BrunoScaglione"
     },
     {
-      "login": "asgalon",
-      "name": "Peter Koellner",
-      "avatar_url": "https://avatars.githubusercontent.com/u/45242704?v=4",
-      "contributions": 1,
-      "html_url": "https://github.com/asgalon"
+      "login": "eimlav",
+      "name": "Eimhin Laverty",
+      "avatar_url": "https://avatars.githubusercontent.com/u/24768276?v=4",
+      "contributions": 2,
+      "html_url": "https://github.com/eimlav"
     },
     {
-      "login": "swilcock0",
-      "name": "Sam Wilcock",
-      "avatar_url": "https://avatars.githubusercontent.com/u/48917295?v=4",
-      "contributions": 1,
-      "html_url": "https://github.com/swilcock0"
+      "login": "gnodipac886",
+      "name": "gnodipac886",
+      "avatar_url": "https://avatars.githubusercontent.com/u/44887166?v=4",
+      "contributions": 2,
+      "html_url": "https://github.com/gnodipac886"
     },
     {
-      "login": "snuggs",
-      "name": "Snuggs",
-      "avatar_url": "https://avatars.githubusercontent.com/u/38223?v=4",
-      "contributions": 1,
-      "html_url": "https://github.com/snuggs"
+      "login": "Gjain234",
+      "name": "Gauri Jain",
+      "avatar_url": "https://avatars.githubusercontent.com/u/25145128?v=4",
+      "contributions": 2,
+      "html_url": "https://github.com/Gjain234"
     },
     {
-      "login": "YangZhou1997",
-      "name": "Yang Zhou",
-      "avatar_url": "https://avatars.githubusercontent.com/u/38483906?v=4",
-      "contributions": 1,
-      "html_url": "https://github.com/YangZhou1997"
+      "login": "BunningsWarehouseOfficial",
+      "name": "Kristian Rado\u0161",
+      "avatar_url": "https://avatars.githubusercontent.com/u/49220945?v=4",
+      "contributions": 2,
+      "html_url": "https://github.com/BunningsWarehouseOfficial"
     },
     {
-      "login": "abigailswallow",
-      "name": "abigailswallow",
-      "avatar_url": "https://avatars.githubusercontent.com/u/68441416?v=4",
-      "contributions": 1,
-      "html_url": "https://github.com/abigailswallow"
+      "login": "salmanmkc",
+      "name": "Salman Chishti",
+      "avatar_url": "https://avatars.githubusercontent.com/u/32169182?v=4",
+      "contributions": 2,
+      "html_url": "https://github.com/salmanmkc"
     },
     {
-      "login": "bilgeacun",
-      "name": "Bilge Acun",
-      "avatar_url": "https://avatars.githubusercontent.com/u/3031656?v=4",
-      "contributions": 1,
-      "html_url": "https://github.com/bilgeacun"
+      "login": "serco425",
+      "name": "Sercan Ayg\u00fcn",
+      "avatar_url": "https://avatars.githubusercontent.com/u/7710195?v=4",
+      "contributions": 2,
+      "html_url": "https://github.com/serco425"
     },
     {
-      "login": "happyappledog",
-      "name": "happyappledog",
-      "avatar_url": "https://avatars.githubusercontent.com/u/21371353?v=4",
+      "login": "aethernavshulkraven-allain",
+      "name": "\u0905\u0930\u0928\u0935 \u0936\u0941\u0915\u094d\u0932\u093e | Arnav Shukla",
+      "avatar_url": "https://avatars.githubusercontent.com/u/112583472?v=4",
       "contributions": 1,
-      "html_url": "https://github.com/happyappledog"
-    },
-    {
-      "login": "pipme",
-      "name": "pipme",
-      "avatar_url": "https://avatars.githubusercontent.com/u/30783979?v=4",
-      "contributions": 1,
-      "html_url": "https://github.com/pipme"
-    },
-    {
-      "login": "sjohri20",
-      "name": "Shreya Johri",
-      "avatar_url": "https://avatars.githubusercontent.com/u/26851869?v=4",
-      "contributions": 1,
-      "html_url": "https://github.com/sjohri20"
-    },
-    {
-      "login": "skmur",
-      "name": "Sonia Murthy",
-      "avatar_url": "https://avatars.githubusercontent.com/u/39165244?v=4",
-      "contributions": 1,
-      "html_url": "https://github.com/skmur"
+      "html_url": "https://github.com/aethernavshulkraven-allain"
     },
     {
       "login": "Pratham-ja",
@@ -563,11 +507,67 @@
       "html_url": "https://github.com/Pratham-ja"
     },
     {
-      "login": "aethernavshulkraven-allain",
-      "name": "\u0905\u0930\u0928\u0935 \u0936\u0941\u0915\u094d\u0932\u093e | Arnav Shukla",
-      "avatar_url": "https://avatars.githubusercontent.com/u/112583472?v=4",
+      "login": "skmur",
+      "name": "Sonia Murthy",
+      "avatar_url": "https://avatars.githubusercontent.com/u/39165244?v=4",
       "contributions": 1,
-      "html_url": "https://github.com/aethernavshulkraven-allain"
+      "html_url": "https://github.com/skmur"
+    },
+    {
+      "login": "sjohri20",
+      "name": "Shreya Johri",
+      "avatar_url": "https://avatars.githubusercontent.com/u/26851869?v=4",
+      "contributions": 1,
+      "html_url": "https://github.com/sjohri20"
+    },
+    {
+      "login": "pipme",
+      "name": "pipme",
+      "avatar_url": "https://avatars.githubusercontent.com/u/30783979?v=4",
+      "contributions": 1,
+      "html_url": "https://github.com/pipme"
+    },
+    {
+      "login": "happyappledog",
+      "name": "happyappledog",
+      "avatar_url": "https://avatars.githubusercontent.com/u/21371353?v=4",
+      "contributions": 1,
+      "html_url": "https://github.com/happyappledog"
+    },
+    {
+      "login": "bilgeacun",
+      "name": "Bilge Acun",
+      "avatar_url": "https://avatars.githubusercontent.com/u/3031656?v=4",
+      "contributions": 1,
+      "html_url": "https://github.com/bilgeacun"
+    },
+    {
+      "login": "abigailswallow",
+      "name": "abigailswallow",
+      "avatar_url": "https://avatars.githubusercontent.com/u/68441416?v=4",
+      "contributions": 1,
+      "html_url": "https://github.com/abigailswallow"
+    },
+    {
+      "login": "YangZhou1997",
+      "name": "Yang Zhou",
+      "avatar_url": "https://avatars.githubusercontent.com/u/38483906?v=4",
+      "contributions": 1,
+      "html_url": "https://github.com/YangZhou1997"
+    },
+    {
+      "login": "snuggs",
+      "name": "Snuggs",
+      "avatar_url": "https://avatars.githubusercontent.com/u/38223?v=4",
+      "contributions": 1,
+      "html_url": "https://github.com/snuggs"
+    },
+    {
+      "login": "swilcock0",
+      "name": "Sam Wilcock",
+      "avatar_url": "https://avatars.githubusercontent.com/u/48917295?v=4",
+      "contributions": 1,
+      "html_url": "https://github.com/swilcock0"
     },
     {
       "login": "KarthikDani",