From 7d6ae5df139bef43d044b117df75c65c9717c012 Mon Sep 17 00:00:00 2001
From: Eli Uriegas <1700823+seemethere@users.noreply.github.com>
Date: Wed, 24 Apr 2024 09:30:46 -0700
Subject: [PATCH 1/2] Bump home page to 2.3 blog

Bumps the home page to reference the 2.3 blog

Signed-off-by: Eli Uriegas <1700823+seemethere@users.noreply.github.com>
---
 index.html | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/index.html b/index.html
index 65f9b65fd679..88320f00b1b0 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 without performance regressions or graph breaks.
         </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>
\ No newline at end of file
+<script list-id="news-items" display-count="1" pagination="true" src="{{ site.baseurl }}/assets/filter-hub-tags.js"></script>

From fa55e61e55bda78c83a402aea96f444525748f23 Mon Sep 17 00:00:00 2001
From: Eli Uriegas <1700823+seemethere@users.noreply.github.com>
Date: Wed, 24 Apr 2024 10:03:55 -0700
Subject: [PATCH 2/2] Update to include TensorParallelism stuff

---
 index.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/index.html b/index.html
index 88320f00b1b0..57b6a1ab6524 100644
--- a/index.html
+++ b/index.html
@@ -33,7 +33,7 @@ <h3>2024 PyTorch Conference</h3>
       <div class="col-md">
         <h3>PyTorch 2.3</h3>
         <p>
-          PyTorch 2.3 introduces support for user-defined Triton kernels in torch.compile without performance regressions or graph breaks.
+          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/pytorch2-3/">Learn More</a>