diff --git a/courses/ARCH-4170.html b/courses/ARCH-4170.html
index 82d35ff97..5172bcc21 100644
--- a/courses/ARCH-4170.html
+++ b/courses/ARCH-4170.html
@@ -137,7 +137,7 @@
                     <li>Charles A. Portelli</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 0/10
+                    Seats Taken: 0/20
                   </span>
                 </div>
               </td>
diff --git a/courses/ARCH-4936.html b/courses/ARCH-4936.html
index 57eb4002c..f54082c85 100644
--- a/courses/ARCH-4936.html
+++ b/courses/ARCH-4936.html
@@ -38,7 +38,7 @@
         </p>
         <div id="cattrs-container">
           <span id="credits-pill" class="attr-pill">
-            4 credits
+            3 credits
           </span>
         </div>
         <div id="prereq-container" class="rel-info-container">
@@ -123,7 +123,7 @@
               <td class="term spring offered">
                 <div class="view-container detail-view-container">
                   <span class="term-course-info">
-                    <a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202501&subj_in=ARCH&crse_in=4936&schd_in=">Res Investigations: Projbuilt (4c)</a>
+                    <a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202501&subj_in=ARCH&crse_in=4936&schd_in=">Res Investigations: Projbuilt (3c)</a>
                   </span>
                   <ul class="prof-list">
                     <li>Joshua William Hugo Draper</li>
diff --git a/courses/ARCH-4967.html b/courses/ARCH-4967.html
index 8143d88fa..c2a4225e7 100644
--- a/courses/ARCH-4967.html
+++ b/courses/ARCH-4967.html
@@ -131,7 +131,7 @@
               <td class="term spring offered">
                 <div class="view-container detail-view-container">
                   <span class="term-course-info">
-                    <a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202501&subj_in=ARCH&crse_in=4967&schd_in=">Artif. Intel. Imagining Arch (2c)</a>
+                    <a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202501&subj_in=ARCH&crse_in=4967&schd_in=">What Is Architecture? (2c)</a>
                   </span>
                   <ul class="prof-list">
                     <li>Ciro Najle</li>
diff --git a/courses/ARCH-4968.html b/courses/ARCH-4968.html
index 4b3db4f24..08021e626 100644
--- a/courses/ARCH-4968.html
+++ b/courses/ARCH-4968.html
@@ -123,7 +123,7 @@
               <td class="term spring offered">
                 <div class="view-container detail-view-container">
                   <span class="term-course-info">
-                    <a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202501&subj_in=ARCH&crse_in=4968&schd_in=">Skin Deep (2c)</a>
+                    <a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202501&subj_in=ARCH&crse_in=4968&schd_in=">The Formal And The Phenomenal (2c)</a>
                   </span>
                   <ul class="prof-list">
                     <li>Marcus Carter</li>
diff --git a/courses/ARCH-6360.html b/courses/ARCH-6360.html
index aaf439c9e..390a60c6b 100644
--- a/courses/ARCH-6360.html
+++ b/courses/ARCH-6360.html
@@ -126,10 +126,10 @@
                     <a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202501&subj_in=ARCH&crse_in=6360&schd_in=">Interdisciplinary Research Studio (4c)</a>
                   </span>
                   <ul class="prof-list">
-                    <li>Dennis Robert Shelden</li>
+                    <li>Alexandros Tsamis</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 0/10
+                    Seats Taken: 0/20
                   </span>
                 </div>
               </td>
diff --git a/courses/ISYE-4960.html b/courses/ISYE-4960.html
index a9cac58ec..58f251ac0 100644
--- a/courses/ISYE-4960.html
+++ b/courses/ISYE-4960.html
@@ -38,7 +38,7 @@
         </p>
         <div id="cattrs-container">
           <span id="credits-pill" class="attr-pill">
-            3 credits
+            4 credits
           </span>
         </div>
         <div id="crosslist-container">
@@ -46,8 +46,8 @@
             Cross-listed with:
           </div>
           <div id=crosslist-classes" class="rel-info-courses">
-            <a class="course-pill" href="CSCI-6966">CSCI-6966 Topics in CSCI</a>
-            <a class="course-pill" href="ISYE-6550">ISYE-6550 Network Flows</a>
+            <a class="course-pill" href="ISYE-6960">ISYE-6960 Topics in ISYE</a>
+            <a class="course-pill" href="MGMT-6960">MGMT-6960 Topics in MGMT</a>
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         <div id="prereq-container" class="rel-info-container">
@@ -129,18 +129,7 @@
           <tbody>
             <tr>
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-              <td class="term spring offered">
-                <div class="view-container detail-view-container">
-                  <span class="term-course-info">
-                    <a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202501&subj_in=ISYE&crse_in=4960&schd_in=">Network Flows (3c)</a>
-                  </span>
-                  <ul class="prof-list">
-                    <li>James Bailey</li>
-                  </ul>
-                  <span class="course-capacity">
-                    Seats Taken: 0/15
-                  </span>
-                </div>
+              <td class="term spring not-offered">
               </td>
               <td colspan="2" class="term summer unscheduled">
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@@ -211,7 +200,7 @@
             </tr>
             <tr>
               <th class="year">2022</th>
-              <td class="term spring offered-diff-code">
+              <td class="term spring not-offered">
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
@@ -238,18 +227,20 @@
             </tr>
             <tr>
               <th class="year">2019</th>
-              <td class="term spring not-offered">
+              <td class="term spring offered-diff-code">
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
-              <td class="term fall not-offered">
+              <td class="term fall offered-diff-code">
               </td>
             </tr>
             <tr>
               <th class="year">2018</th>
-              <td class="term spring offered-diff-code">
+              <td class="term spring not-offered">
               </td>
-              <td colspan="2" class="term summer not-offered">
+              <td class="term summer2 not-offered">
+              </td>
+              <td class="term summer3 offered-diff-code">
               </td>
               <td class="term fall offered">
                 <div class="view-container detail-view-container">
@@ -269,16 +260,20 @@
               <th class="year">2017</th>
               <td class="term spring offered-diff-code">
               </td>
-              <td colspan="2" class="term summer not-offered">
+              <td class="term summer2 not-offered">
               </td>
-              <td class="term fall offered-diff-code">
+              <td class="term summer3 offered-diff-code">
+              </td>
+              <td class="term fall not-offered">
               </td>
             </tr>
             <tr>
               <th class="year">2016</th>
               <td class="term spring offered-diff-code">
               </td>
-              <td colspan="2" class="term summer not-offered">
+              <td class="term summer2 offered-diff-code">
+              </td>
+              <td class="term summer3 not-offered">
               </td>
               <td class="term fall offered">
                 <div class="view-container detail-view-container">
@@ -348,7 +343,7 @@
             </tr>
             <tr>
               <th class="year">2013</th>
-              <td class="term spring not-offered">
+              <td class="term spring offered-diff-code">
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
@@ -388,7 +383,7 @@
             </tr>
             <tr>
               <th class="year">2011</th>
-              <td class="term spring not-offered">
+              <td class="term spring offered-diff-code">
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
@@ -410,7 +405,9 @@
               <th class="year">2010</th>
               <td class="term spring offered-diff-code">
               </td>
-              <td colspan="2" class="term summer not-offered">
+              <td class="term summer2 not-offered">
+              </td>
+              <td class="term summer3 offered-diff-code">
               </td>
               <td class="term fall offered">
                 <div class="view-container detail-view-container">
@@ -432,65 +429,11 @@
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
-              <td class="term fall not-offered">
+              <td class="term fall offered-diff-code">
               </td>
             </tr>
             <tr>
               <th class="year">2008</th>
-              <td class="term spring offered-diff-code">
-              </td>
-              <td colspan="2" class="term summer not-offered">
-              </td>
-              <td class="term fall offered-diff-code">
-              </td>
-            </tr>
-            <tr>
-              <th class="year">2007</th>
-              <td class="term spring offered-diff-code">
-              </td>
-              <td colspan="2" class="term summer not-offered">
-              </td>
-              <td class="term fall not-offered">
-              </td>
-            </tr>
-            <tr>
-              <th class="year">2006</th>
-              <td class="term spring offered-diff-code">
-              </td>
-              <td colspan="2" class="term summer not-offered">
-              </td>
-              <td class="term fall offered-diff-code">
-              </td>
-            </tr>
-            <tr>
-              <th class="year">2005</th>
-              <td class="term spring offered-diff-code">
-              </td>
-              <td colspan="2" class="term summer not-offered">
-              </td>
-              <td class="term fall offered-diff-code">
-              </td>
-            </tr>
-            <tr>
-              <th class="year">2004</th>
-              <td class="term spring offered-diff-code">
-              </td>
-              <td colspan="2" class="term summer not-offered">
-              </td>
-              <td class="term fall offered-diff-code">
-              </td>
-            </tr>
-            <tr>
-              <th class="year">2003</th>
-              <td class="term spring offered-diff-code">
-              </td>
-              <td colspan="2" class="term summer not-offered">
-              </td>
-              <td class="term fall offered-diff-code">
-              </td>
-            </tr>
-            <tr>
-              <th class="year">2002</th>
               <td class="term spring not-offered">
               </td>
               <td colspan="2" class="term summer not-offered">
@@ -499,39 +442,103 @@
               </td>
             </tr>
             <tr>
-              <th class="year">2001</th>
-              <td class="term spring offered-diff-code">
+              <th class="year">2007</th>
+              <td class="term spring not-offered">
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
               <td class="term fall offered-diff-code">
               </td>
             </tr>
+            <tr>
+              <th class="year">2006</th>
+              <td class="term spring not-offered">
+              </td>
+              <td colspan="2" class="term summer offered-diff-code">
+              </td>
+              <td class="term fall not-offered">
+              </td>
+            </tr>
+            <tr>
+              <th class="year">2005</th>
+              <td class="term spring not-offered">
+              </td>
+              <td class="term summer2 not-offered">
+              </td>
+              <td class="term summer3 offered-diff-code">
+              </td>
+              <td class="term fall not-offered">
+              </td>
+            </tr>
+            <tr>
+              <th class="year">2004</th>
+              <td class="term spring not-offered">
+              </td>
+              <td colspan="2" class="term summer offered-diff-code">
+              </td>
+              <td class="term fall not-offered">
+              </td>
+            </tr>
+            <tr>
+              <th class="year">2003</th>
+              <td class="term spring offered-diff-code">
+              </td>
+              <td class="term summer2 not-offered">
+              </td>
+              <td class="term summer3 offered-diff-code">
+              </td>
+              <td class="term fall offered-diff-code">
+              </td>
+            </tr>
+            <tr>
+              <th class="year">2002</th>
+              <td class="term spring offered-diff-code">
+              </td>
+              <td class="term summer2 not-offered">
+              </td>
+              <td class="term summer3 offered-diff-code">
+              </td>
+              <td class="term fall offered-diff-code">
+              </td>
+            </tr>
+            <tr>
+              <th class="year">2001</th>
+              <td class="term spring offered-diff-code">
+              </td>
+              <td class="term summer2 not-offered">
+              </td>
+              <td class="term summer3 offered-diff-code">
+              </td>
+              <td class="term fall not-offered">
+              </td>
+            </tr>
             <tr>
               <th class="year">2000</th>
-              <td class="term spring offered-diff-code">
+              <td class="term spring not-offered">
               </td>
-              <td colspan="2" class="term summer not-offered">
+              <td colspan="2" class="term summer offered-diff-code">
               </td>
-              <td class="term fall offered-diff-code">
+              <td class="term fall not-offered">
               </td>
             </tr>
             <tr>
               <th class="year">1999</th>
-              <td class="term spring offered-diff-code">
+              <td class="term spring not-offered">
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
-              <td class="term fall offered-diff-code">
+              <td class="term fall not-offered">
               </td>
             </tr>
             <tr>
               <th class="year">1998</th>
               <td class="term spring unscheduled">
               </td>
-              <td colspan="2" class="term summer not-offered">
+              <td class="term summer2 offered-diff-code">
               </td>
-              <td class="term fall not-offered">
+              <td class="term summer3 not-offered">
+              </td>
+              <td class="term fall offered-diff-code">
               </td>
             </tr>
           </tbody>
diff --git a/courses/ISYE-6960.html b/courses/ISYE-6960.html
index 0114299ef..3017d1879 100644
--- a/courses/ISYE-6960.html
+++ b/courses/ISYE-6960.html
@@ -129,7 +129,7 @@
           <tbody>
             <tr>
               <th class="year">2025</th>
-              <td class="term spring offered-diff-code">
+              <td class="term spring not-offered">
               </td>
               <td colspan="2" class="term summer unscheduled">
               </td>
diff --git a/courses/ITWS-4400.html b/courses/ITWS-4400.html
index a271f3956..8a0121f06 100644
--- a/courses/ITWS-4400.html
+++ b/courses/ITWS-4400.html
@@ -136,7 +136,7 @@
                     <a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202501&subj_in=ITWS&crse_in=4400&schd_in=">Xinformatics (3c)</a>
                   </span>
                   <ul class="prof-list">
-                    <li>Thilanka Munasinghe</li>
+                    <li>Ahmed Mohamed Morad Mohamed Maher Eleish</li>
                   </ul>
                   <span class="course-capacity">
                     Seats Taken: 0/7
diff --git a/courses/ITWS-6400.html b/courses/ITWS-6400.html
index a6c14a45c..8350aa2c1 100644
--- a/courses/ITWS-6400.html
+++ b/courses/ITWS-6400.html
@@ -136,7 +136,7 @@
                     <a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202501&subj_in=ITWS&crse_in=6400&schd_in=">Xinformatics (3c)</a>
                   </span>
                   <ul class="prof-list">
-                    <li>Thilanka Munasinghe</li>
+                    <li>Ahmed Mohamed Morad Mohamed Maher Eleish</li>
                   </ul>
                   <span class="course-capacity">
                     Seats Taken: 0/24
diff --git a/courses/MGMT-6960.html b/courses/MGMT-6960.html
index 448157500..d1f3b7146 100644
--- a/courses/MGMT-6960.html
+++ b/courses/MGMT-6960.html
@@ -129,7 +129,7 @@
           <tbody>
             <tr>
               <th class="year">2025</th>
-              <td class="term spring offered-diff-code">
+              <td class="term spring not-offered">
               </td>
               <td colspan="2" class="term summer unscheduled">
               </td>
diff --git a/courses/MTLE-6900.html b/courses/MTLE-6900.html
index 77e22f898..5c8433a55 100644
--- a/courses/MTLE-6900.html
+++ b/courses/MTLE-6900.html
@@ -126,7 +126,7 @@
                     <a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202501&subj_in=MTLE&crse_in=6900&schd_in=">Graduate Seminar (0c)</a>
                   </span>
                   <ul class="prof-list">
-                    <li>Edwin B. Fohtung</li>
+                    <li>Wei Bao</li>
                   </ul>
                   <span class="course-capacity">
                     Seats Taken: 0/45
diff --git a/json/searchable_catalog.json b/json/searchable_catalog.json
index 674a9060d..96ae92605 100644
--- a/json/searchable_catalog.json
+++ b/json/searchable_catalog.json
@@ -1576,7 +1576,7 @@
   {
     "attributes" : null,
     "code" : "ARCH-4936",
-    "credits" : "4 credits",
+    "credits" : "3 credits",
     "description" : "",
     "name" : "Architectural Experience"
   },
@@ -27803,7 +27803,7 @@
   {
     "attributes" : null,
     "code" : "ISYE-4960",
-    "credits" : "3 credits",
+    "credits" : "4 credits",
     "description" : "Course codes between X960 and X979 are for topics courses. They are often recycled and used for new or experimental courses.",
     "name" : "Topics in ISYE"
   },