diff --git a/chapters/en/chapter10/2.mdx b/chapters/en/chapter10/2.mdx
index 22c0800a5..2899588fa 100644
--- a/chapters/en/chapter10/2.mdx
+++ b/chapters/en/chapter10/2.mdx
@@ -10,13 +10,12 @@ The easiest way to set up your Argilla instance is through Hugging Face Spaces:
2. Under "Select the Space SDK" select **Docker**, then **Argilla**.
3. Fill in the rest of the form following the instructions and click **Create Space**.
-
-⚠️ In the Settings of your Space you may want to enable **Persistent storage** so the data isn't lost if the Space is paused or restarted.
-
+>[!WARNING]
+> ⚠️ You may want to enable **Persistent storage** so the data isn't lost if the Space is paused or restarted.
+> You can do that from the Settings of your Space.
-
-💡 Alternatively, you may want to deploy Argilla locally instead of using a Hugging Face Space. You can do this using a Docker image as explained in [this guide](https://docs.argilla.io/dev/getting_started/how-to-deploy-argilla-with-docker/).
-
+>[!TIP]
+> 💡 Alternatively, you may want to deploy Argilla locally instead of using a Hugging Face Space. You can do this using a Docker image as explained in [this guide](https://docs.argilla.io/dev/getting_started/how-to-deploy-argilla-with-docker/).
Once Argilla is up and running, you can log in with your credentials.