diff --git a/presentation.md b/presentation.md
index b0c10ca..f88a1e4 100644
--- a/presentation.md
+++ b/presentation.md
@@ -37,12 +37,12 @@ math: katex
 <div class="organization">DFI-203, htw saar</div>
 
 ---
-# Contents
+# **Contents**
 1. Markdown / Writing presentations
 2. Collaboration
-3. Keeping your data safe / Deploying
+3. Deploying / Keeping your data safe
 4. Integrating LLMs
-5. Evaluation
+5. Evaluation / Tips
 
 ---
 # A few **questions** first
@@ -151,7 +151,7 @@ Automated deployment|Gitea Actions
 </div></div>
 
 ---
-# Tips
+# **Tips**
 - (same as any AI augmented tool): <box>Don't blindly trust the output, but use it as an assistant
 - When using local models: try **different models** depending on your needs and hardware
 - Don't be afraid to **tinker** around and see what works
@@ -179,8 +179,7 @@ Automated deployment|Gitea Actions
 
 ## PDF
 
-[![](./images/pdf_qrcode.png)](https://pages.ct.cozytren.ch/m1s2
--eng-presentation/presentation.pdf)
+[![](./images/pdf_qrcode.png)](https://pages.ct.cozytren.ch/m1s2-eng-presentation/presentation.pdf)
 
 </div><div align="center">