diff --git a/courses/Private-LLMs-and-OSS/css/custom.css b/courses/Private-LLMs-and-OSS/css/custom.css
index 5136329..37bebcd 100644
--- a/courses/Private-LLMs-and-OSS/css/custom.css
+++ b/courses/Private-LLMs-and-OSS/css/custom.css
@@ -1,3 +1,17 @@
+/* 
+.reveal .fragment,
+.reveal section {
+    will-change: auto !important;
+}
+
+.reveal .fragment {
+    transition: opacity 0.3s ease, transform 0.3s ease;
+}
+
+.reveal .fragment-small {
+    will-change: opacity, transform;
+} */
+
 
 /* sensible styles */
 .reveal section {
diff --git a/courses/Private-LLMs-and-OSS/oseda-config.json b/courses/Private-LLMs-and-OSS/oseda-config.json
index fb1b675..bbb7f35 100644
--- a/courses/Private-LLMs-and-OSS/oseda-config.json
+++ b/courses/Private-LLMs-and-OSS/oseda-config.json
@@ -5,7 +5,7 @@
     "ComputerScience",
     "Politics"
   ],
-  "last_updated": "2026-03-21T00:48:05.539951153Z",
+  "last_updated": "2026-03-26T00:26:21.799585339Z",
   "color": "#0000FF",
   "description": "Discussion of core advantages of running local LLMS, particularly with Ollama, and how they enable a more privacy-centric approach to machine learning, importance of explainable AI, open weights movement and the future of the open-source."
 }
\ No newline at end of file
diff --git a/courses/Private-LLMs-and-OSS/public/qr.png b/courses/Private-LLMs-and-OSS/public/qr.png
new file mode 100644
index 0000000..0129288
Binary files /dev/null and b/courses/Private-LLMs-and-OSS/public/qr.png differ
diff --git a/courses/Private-LLMs-and-OSS/slides/slides.html b/courses/Private-LLMs-and-OSS/slides/slides.html
index ae28b96..c73d6ee 100644
--- a/courses/Private-LLMs-and-OSS/slides/slides.html
+++ b/courses/Private-LLMs-and-OSS/slides/slides.html
@@ -2,12 +2,13 @@
 <section class="center-slide">
     <h1>Private LLMs + OSS</h1>
     <p>Privacy, Control, and Openness</p>
-    <p class="move-up-1">with Reese Hatfield</p>
+    <!-- <p class="move-up-1">with Reese Hatfield</p> -->
+    <img width="350px" src="qr.png">
 </section>
 
 <section>
     <h1>Who is this for</h1>
-    <div class="move-up-1 horizontal-container">
+    <div class="horizontal-container">
         <ul>
             <li>Students</li>
             <li>Developers</li>
@@ -507,8 +508,8 @@ <h1>OSS LLMs</h1>
         <ul>
             <li>System Prompt</li>
             <li>Seed text ⇒ tell it what it is</li>
-            <li>Olmo 3 (OSS + OW)</li>
             <li>Llama 3 (OW only)</li>
+            <li>Olmo 3 (OSS + OW)</li>
         </ul>
         <img width="350px" src="olmo.png">
     </div>