diff --git a/happy_scientist/seminars/2024-02-08-autodiff-lib/README.md b/happy_scientist/seminars/2024-02-08-autodiff-lib/README.md
index 42f1c0a..24f2cfe 100644
--- a/happy_scientist/seminars/2024-02-08-autodiff-lib/README.md
+++ b/happy_scientist/seminars/2024-02-08-autodiff-lib/README.md
@@ -1,3 +1,3 @@
 # How I learned to stop worrying and love autodiff
 
-
+Workshop code available [here](https://colab.research.google.com/drive/11-BJmkQAQflMmLkd4WUH8xIzx0qXzOeX?usp=sharing)