diff --git a/docs/tutorials/index.md b/docs/tutorials/index.md
index dc7b3b369..e58f58dc5 100644
--- a/docs/tutorials/index.md
+++ b/docs/tutorials/index.md
@@ -7,12 +7,12 @@ features of Flyte to achieve everything from data processing, feature engineerin
 model training, to batch predictions. Code for all of the examples in the user
 guide can be found in the [flytesnacks](https://github.com/flyteorg/flytesnacks) repo.
 
-It comes with a highly customized environment to make running, documenting and
+It comes with a highly customized environment to make running, documenting andddd
 contributing samples easy. If this is your first time running these examples, follow the
 {ref}`setup guide <env_setup>` to get started.
 
 ```{note}
-Want to contribute a tutorial? Check out the {ref}`Tutorials and integration examples contribution guide <contribute_examples>`.
+Want to contribute an example? Check out the [Documentation contribution guide](https://docs.flyte.org/en/latest/flytesnacks/contribute.html).
 ```
 
 ## 🤖 Model Training