diff --git a/fern/docs/pages/usingllms/prompt_engineering.mdx b/fern/docs/pages/usingllms/prompt_engineering.mdx
index 54b8a1b..81a0c4d 100644
--- a/fern/docs/pages/usingllms/prompt_engineering.mdx
+++ b/fern/docs/pages/usingllms/prompt_engineering.mdx
@@ -4,7 +4,7 @@ description: Prediction Guard in action
 ---
 
 (Run this example in Google Colab
-[here](https://drive.google.com/file/d/1ofThKWMoMVSdUGmDiRz4Ua1Zp7YV_b__/view?usp=sharing))
+[here](https://colab.research.google.com/drive/1ofThKWMoMVSdUGmDiRz4Ua1Zp7YV_b__))
 
 As we have seen in the previous examples, it is easy enough to prompt a generative
 AI model. Shoot off an API call, and suddently you have an answer, a machine