diff --git a/slides/amaldi2023/hybrid.html b/slides/amaldi2023/hybrid.html
index b046b9ec367..f2c44b338a0 100644
--- a/slides/amaldi2023/hybrid.html
+++ b/slides/amaldi2023/hybrid.html
@@ -8,15 +8,15 @@ <h2 class="header">Hybrid method</h2>
     <h4 class="header">Infrastructure around AI is just as cool</h4>
     <div class="column">
         <div class="row" style="justify-content: space-evenly;">
-            <img class="row" data-src="../scma8/images/Jax.png">
-            <ol class="bright">
+            <img class="row fragment" data-src="../scma8/images/Jax.png">
+            <ol class="bright fragment">
                 <li>Autodiff</li>
                 <li>JIT compilation</li>
                 <li>Simple vectorization</li>
                 <li>GPU with XLA</li>
             </ol>
         </div>
-        <div class="row" style="justify-content: space-evenly;">
+        <div class="row fragment" style="justify-content: space-evenly;">
             <img class="row" data-src="../scma8/images/jax_grad.png" width="360px;" style="padding-right: 20px;">
             <img class="row" data-src="../scma8/images/jax_compile.png"  width="360px;">
         </div>
diff --git a/slides/amaldi2023/images/AI_Interest.png b/slides/amaldi2023/images/AI_Interest.png
new file mode 100644
index 00000000000..5977dace3f8
Binary files /dev/null and b/slides/amaldi2023/images/AI_Interest.png differ
diff --git a/slides/amaldi2023/images/GW_interest.png b/slides/amaldi2023/images/GW_interest.png
new file mode 100644
index 00000000000..27b4315d0c0
Binary files /dev/null and b/slides/amaldi2023/images/GW_interest.png differ
diff --git a/slides/amaldi2023/images/Interest_stack.png b/slides/amaldi2023/images/Interest_stack.png
new file mode 100644
index 00000000000..339b6156b08
Binary files /dev/null and b/slides/amaldi2023/images/Interest_stack.png differ
diff --git a/slides/amaldi2023/intro.html b/slides/amaldi2023/intro.html
index 0b1def941f4..f523a917258 100644
--- a/slides/amaldi2023/intro.html
+++ b/slides/amaldi2023/intro.html
@@ -8,6 +8,13 @@ <h4> Kaze Wong </h4>
 
 <section>
     <h4 class="header">AI hype</h4>
+    <div class="r-stack">
+            <img class="fragment fade-in-then-out" data-src="https://static01.nyt.com/images/2022/09/01/business/00roose-1/merlin_212276709_3104aef5-3dc4-4288-bb44-9e5624db0b37-superJumbo.jpg" width="100%" max-height="1080px">
+            <img class="fragment fade-in-then-out" data-src="https://upload.wikimedia.org/wikipedia/commons/thumb/b/b6/The_AI_Arms_Race_Is_Changing_Everything.webp/800px-The_AI_Arms_Race_Is_Changing_Everything.webp.png" style="max-height: 560px;">
+            <img class="fragment fade-in-then-out" data-src="images/GW_interest.png" width="100%" style="align-items: start;">
+            <img class="fragment fade-in-then-out" data-src="images/AI_Interest.png" width="100%" style="align-items: start;">
+            <img class="fragment fade-in-then-out" data-src="images/Interest_stack.png" width="100%" style="align-items: start;">    
+    </div>
 </section>
 
 <section>
diff --git a/slides/amaldi2023/model.html b/slides/amaldi2023/model.html
index 459401df13e..4e2e553d490 100644
--- a/slides/amaldi2023/model.html
+++ b/slides/amaldi2023/model.html
@@ -24,7 +24,7 @@ <h4 class="header">Flexible population model</h4>
             
     <div class="column fragment fade-in">
         <img data-src="../scma8/images/David_money_plot.png">
-        <p class="fragment" style="color: rgb(224, 71, 71); font-size:24pt"> It works, but unstable with selection function?</p>
+        <p class="fragment" style="color: rgb(224, 71, 71); font-size:24pt"> Okay it describes the data now, but I have no clue what does it mean.</p>
      </div>
 </section>
 
diff --git a/slides/amaldi2023/one_more.html b/slides/amaldi2023/one_more.html
index 207ad51ccbe..feaffd72688 100644
--- a/slides/amaldi2023/one_more.html
+++ b/slides/amaldi2023/one_more.html
@@ -9,19 +9,20 @@ <h4 class="header">How people spend their time?</h4>
 </section>
 
 <section>
-    <h4 class="header">Literature search</h4>
+    <h3 class="header"><a href="https://www.perplexity.ai/">Perplexity - Literature search</a></h4>
 </section>
 
 <section>
-    <h4 class="header">Writing papers/grants</h4>
+    <h4 class="header"><a href="https://console.anthropic.com/">Claude - Writing papers/grants</a></h4>
 </section>
 
 <section>
-    <h4 class="header">Copilot</h4>
+    <h4 class="header">Copilot - Coding</h4>
 </section>
 
 <section>
-    <h4 class="header">Run my code, do my project</h4>
+    <h4 class="header">Agent - Run my code, do my project</h4>
+    <iframe src="https://user-images.githubusercontent.com/70048414/232352935-55c6bf7c-3958-406e-8610-0913475a0b05.mp4" width="100%" height="480px" frameborder="0" allowfullscreen></iframe>
 </section>