diff --git a/slides/NYU2023/hybrid.html b/slides/NYU2023/hybrid.html
index f79d9fa4898..83ade3264bb 100644
--- a/slides/NYU2023/hybrid.html
+++ b/slides/NYU2023/hybrid.html
@@ -160,6 +160,26 @@ <h3 class="header">Why does it work?</h4>
     </div>
 </section>
 
+<section>
+    <h4 class="header">Take away <span class="fragment" data-fragment-index="4"> (by language model)</span></h4>
+    <div class="row" style="justify-content: space-between; align-items: start;">
+        <ol>
+            <li class="fragment" style="color: #d4d4d4;"  data-fragment-index="1"> GW is hard, but we have the tools to solve it</li>
+            <li class="fragment" style="color: #d4d4d4;"  data-fragment-index="2"> AI is not just about deep learning</li>
+            <li class="fragment" style="color: #d4d4d4;"  data-fragment-index="3"> We need more people to work on this!</li>
+        </ol>
+</section>
+
+<section>
+    <h4 class="header"> Take away by Kaze</h4>
+    <div class="row" style="justify-content: space-between; align-items: start;">
+        <ol>
+            <li class="fragment" style="color: #d4d4d4;"  data-fragment-index="1"> Hybrid model is great for science</li>
+            <li class="fragment" style="color: #d4d4d4;"  data-fragment-index="2"> Given ML infrastructure a shot</li>
+            <li class="fragment" style="color: #d4d4d4;"  data-fragment-index="3"> Repoducibility is particular important for ML problem</li>
+        </ol>
+</section>
+
 <style>
     .katex-display{
         margin: 0px;
diff --git a/slides/NYU2023/outro.html b/slides/NYU2023/outro.html
deleted file mode 100644
index 660e0b35c74..00000000000
--- a/slides/NYU2023/outro.html
+++ /dev/null
@@ -1,8 +0,0 @@
-<section>
-    <h4 class="header">Take away</h4>
-    <ol>
-        <li class="fragment">Ask what do you lose as well</li>
-        <li class="fragment">Hybrid, good</li>
-        <li class="fragment">Think about automation and scalability</li>
-    </ol>
-</section>