diff --git a/slides/amaldi2023/hybrid.html b/slides/amaldi2023/hybrid.html
index f2c44b338a0..f04acefa973 100644
--- a/slides/amaldi2023/hybrid.html
+++ b/slides/amaldi2023/hybrid.html
@@ -110,9 +110,13 @@ <h4 class="header"> Putting the tools together - Jim</h4>
 
 <section>
     <h4 class="header">Preliminary development - going beyond Gaussian</h4>
-    <div class="row">
-
-        <div class="column">
+    <div class="row" style="justify-content: space-evenly;">
+        <div class="column fragment">
+            <p>Lensing with cosmic ray</p>
+            <img data-src="https://s3.amazonaws.com/aasie/images/2041-8205/949/2/null/apjlacd645f2_hr.jpg" height="400px;">
+        </div>
+        <div class="column fragment">
+            <p>GW with glitch (not yet)</p>
             <img data-src="./images/slic_corner.png" height="400px;">
         </div>
     </div>
diff --git a/slides/amaldi2023/images/qrcode_amaldi1.png b/slides/amaldi2023/images/qrcode_amaldi1.png
new file mode 100644
index 00000000000..6ff2d217831
Binary files /dev/null and b/slides/amaldi2023/images/qrcode_amaldi1.png differ
diff --git a/slides/amaldi2023/intro.html b/slides/amaldi2023/intro.html
index f523a917258..d5f416e956b 100644
--- a/slides/amaldi2023/intro.html
+++ b/slides/amaldi2023/intro.html
@@ -4,6 +4,7 @@ <h4> Kaze Wong </h4>
     <div style="position: fixed; bottom: 0; right: -600;">
         <img data-src="../../asset/images/CCA_logo_color.png" width="20%"/>
     </div>
+        <img style="position: fixed; bottom: 0; right: 800;" data-src="./images/qrcode_amaldi1.png" width="30%"/>
 </section>
 
 <section>
diff --git a/slides/amaldi2023/model.html b/slides/amaldi2023/model.html
index 4e2e553d490..d299bcd0adf 100644
--- a/slides/amaldi2023/model.html
+++ b/slides/amaldi2023/model.html
@@ -5,14 +5,14 @@ <h2 class="header">Model design</h2>
 <section>
     <h4 class="header"> Challenges for population analysis </h4>
     <div class="row">
-        <img data-src="../scma8/images/GWTC3_phenomModels.png" height="480px;">
+        <img data-src="https://s3.amazonaws.com/aasie/images/2041-8205/913/1/L7/apjlabe949f3_hr.jpg" height="480px;">
         <div class="column">
             <ol style="margin:50px; padding-left:20px; margin-bottom: 0px;">
                 <li class="fragment"> Growingly difficult to build models </li>
                 <li class="fragment"> Hard to go to high dimension</li>
                 <li class="fragment"> Powered by smart people (short in supply) </li>
             </ol>
-            <img class="fragment" data-src="../scma8/images/GWTC3spline.png" height="200px;" style="margin-left:20px; margin-top:42px;">
+            <img class="fragment" data-src="https://d3i71xaburhd42.cloudfront.net/52d01218711c55ad9c8da71dee9a663bcc0b9330/22-Figure11-1.png" height="200px;" style="margin-left:20px; margin-top:42px;">
         </div>
     </div>
 </section>