diff --git a/courses/COGS-4430.html b/courses/COGS-4430.html
index bf38460a8..d1e662d66 100644
--- a/courses/COGS-4430.html
+++ b/courses/COGS-4430.html
@@ -41,6 +41,14 @@
             4 credits
           </span>
         </div>
+        <div id="crosslist-container">
+          <div id="crosslist-title" class="rel-info-title">
+            Cross-listed with:
+          </div>
+          <div id=crosslist-classes" class="rel-info-courses">
+            <a class="course-pill" href="COGS-6430">COGS-6430 Learning & Advanced Game Ai</a>
+          </div>
+        </div>
         <div id="prereq-container" class="rel-info-container">
           <div id="prereq-title" class="rel-info-title">
             Prereqs:
diff --git a/courses/COGS-6430.html b/courses/COGS-6430.html
index bf1166231..bdf99120b 100644
--- a/courses/COGS-6430.html
+++ b/courses/COGS-6430.html
@@ -47,8 +47,6 @@
           </div>
           <div id=crosslist-classes" class="rel-info-courses">
             <a class="course-pill" href="COGS-4430">COGS-4430 Learning & Advanced Game Ai</a>
-            <a class="course-pill" href="CSCI-4966">CSCI-4966 Topics in CSCI</a>
-            <a class="course-pill" href="CSCI-6961">CSCI-6961 Topics in CSCI</a>
           </div>
         </div>
         <div id="prereq-container" class="rel-info-container">
@@ -130,7 +128,7 @@
           <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>
@@ -139,25 +137,36 @@
             </tr>
             <tr>
               <th class="year">2024</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 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=202409&subj_in=COGS&crse_in=6430&schd_in=">Learning & Advanced Game Ai (4c)</a>
+                  </span>
+                  <ul class="prof-list">
+                    <li>Mei Si</li>
+                  </ul>
+                  <span class="course-capacity">
+                    Seats Taken: 0/5
+                  </span>
+                </div>
               </td>
             </tr>
             <tr>
               <th class="year">2023</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">2022</th>
-              <td class="term spring offered-diff-code">
+              <td class="term spring not-offered">
               </td>
               <td class="term summer2 offered">
                 <div class="view-container detail-view-container">
@@ -174,21 +183,21 @@
               </td>
               <td class="term summer3 not-offered">
               </td>
-              <td class="term fall offered-diff-code">
+              <td class="term fall not-offered">
               </td>
             </tr>
             <tr>
               <th class="year">2021</th>
               <td class="term spring not-offered">
               </td>
-              <td colspan="2" class="term summer offered-diff-code">
+              <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">2020</th>
-              <td class="term spring offered-diff-code">
+              <td class="term spring not-offered">
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
@@ -208,178 +217,178 @@
             </tr>
             <tr>
               <th class="year">2019</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">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>
-              <td class="term fall offered-diff-code">
+              <td class="term fall not-offered">
               </td>
             </tr>
             <tr>
               <th class="year">2017</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">2016</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">2015</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">2014</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">2013</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">2012</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">2011</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">2010</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">2009</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">2008</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">2007</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">2006</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">2005</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">2004</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">2003</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">2002</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">2001</th>
-              <td class="term spring offered-diff-code">
+              <td class="term spring not-offered">
               </td>
-              <td colspan="2" class="term summer offered-diff-code">
+              <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">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>
@@ -388,11 +397,11 @@
             </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 offered-diff-code">
+              <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>
diff --git a/courses/CSCI-4965.html b/courses/CSCI-4965.html
index 2aa7555cf..d89d86bf6 100644
--- a/courses/CSCI-4965.html
+++ b/courses/CSCI-4965.html
@@ -174,7 +174,7 @@
                     <li>Charles V Stewart</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 19/25
+                    Seats Taken: 18/25
                   </span>
                 </div>
               </td>
diff --git a/courses/CSCI-6965.html b/courses/CSCI-6965.html
index 1474c1acb..7cb99e8f0 100644
--- a/courses/CSCI-6965.html
+++ b/courses/CSCI-6965.html
@@ -163,7 +163,7 @@
                     <li>Charles V Stewart</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 10/20
+                    Seats Taken: 11/20
                   </span>
                 </div>
               </td>
diff --git a/courses/ISYE-2530.html b/courses/ISYE-2530.html
index 744fcbae7..4a964a861 100644
--- a/courses/ISYE-2530.html
+++ b/courses/ISYE-2530.html
@@ -140,7 +140,7 @@
                     <li>Rostyslav Korolov</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 41/45
+                    Seats Taken: 42/45
                   </span>
                 </div>
               </td>