diff --git a/index.html b/index.html
index e43866e..87f4861 100644
--- a/index.html
+++ b/index.html
@@ -616,9 +616,24 @@
     <div class="changelog-section">
         <div class="changelog-item open">
             <div class="changelog-header open" onclick="toggleChangelog(this)">
-                <span>🎉 2025-04-27 (Latest)</span>
+                <span>🎉 2025-10-24 (Latest)</span>
                 <span class="toggle-icon">−</span>
             </div>
+            <div class="changelog-content">
+                <ul>
+                    <li>Bug fix: Model weight mismatch issue resolved</li>
+                    <li>Adapted to minimind-1024 updates</li>
+                    <li>Code refactoring: Training and evaluation script standardization</li>
+                    <li>Added complete checkpoint resumption support</li>
+                </ul>
+            </div>
+        </div>
+
+        <div class="changelog-item">
+            <div class="changelog-header" onclick="toggleChangelog(this)">
+                <span>🔥 2025-04-27</span>
+                <span class="toggle-icon">+</span>
+            </div>
             <div class="changelog-content">
                 <ul>
                     <li>Compatibility updates</li>
@@ -630,7 +645,7 @@
 
         <div class="changelog-item">
             <div class="changelog-header" onclick="toggleChangelog(this)">
-                <span>🔥 2025-02-20 (MiniMind2-V)</span>
+                <span>🔥 2025-02-20</span>
                 <span class="toggle-icon">+</span>
             </div>
             <div class="changelog-content">