diff --git a/index.html b/index.html
index 65f9b65fd679..57b6a1ab6524 100644
--- a/index.html
+++ b/index.html
@@ -31,12 +31,12 @@ <h3>2024 PyTorch Conference</h3>
         </p>
       </div>
       <div class="col-md">
-        <h3>PyTorch 2.2</h3>
+        <h3>PyTorch 2.3</h3>
         <p>
-          PyTorch 2.2 offers ~2x performance improvement.
+          PyTorch 2.3 introduces support for user-defined Triton kernels in torch.compile as well as improvements for training Large Language Models (LLMS) using native PyTorch. 
         </p>
         <p>
-          <a href="/blog/pytorch2-2/">Learn More</a>
+          <a href="/blog/pytorch2-3/">Learn More</a>
         </p>
       </div>
       <div class="col-md">
@@ -223,4 +223,4 @@ <h2>Companies &amp; Universities<br />Using PyTorch</h2>
 <!-- Load JS for pagination -->
 
 <script src="//cdnjs.cloudflare.com/ajax/libs/list.js/1.5.0/list.min.js"></script>
-<script list-id="news-items" display-count="1" pagination="true" src="{{ site.baseurl }}/assets/filter-hub-tags.js"></script>
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+<script list-id="news-items" display-count="1" pagination="true" src="{{ site.baseurl }}/assets/filter-hub-tags.js"></script>