diff --git a/README.md b/README.md
index b4131dd..72c5b93 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-TODOs:
+# TODOs:
 
 - [x] intialise repo + folder hierachises 
 
@@ -12,3 +12,10 @@ TODOs:
 
 - [ ] Add Multi threading + Cuda for performance demo 
 
+# Video's
+
+## aquarium
+![](https://www.youtube.com/embed/o0jTs_5dHxs?si=D1hDTZSZF9ahqv8v)
+
+<video width="560" height="315" src="https://www.youtube.com/embed/o0jTs_5dHxs?si=D1hDTZSZF9ahqv8v" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin"></video>
+