diff --git a/pages/generative-apis/reference-content/adding-ai-to-vscode-using-continue.mdx b/pages/generative-apis/reference-content/adding-ai-to-vscode-using-continue.mdx
index ace88f79f0..069b6960d2 100644
--- a/pages/generative-apis/reference-content/adding-ai-to-vscode-using-continue.mdx
+++ b/pages/generative-apis/reference-content/adding-ai-to-vscode-using-continue.mdx
@@ -27,9 +27,9 @@ You can install Continue directly from the [Visual Studio Marketplace](https://m
 code --install-extension continue.continue
 ```
 
-### Configure Continue to use Scaleway’s Generative APIs
+## Configure Continue to use Scaleway’s Generative APIs
 
-#### Configure Continue through the graphical interface
+### Configure Continue through the graphical interface
 
 To link Continue with Scaleway's Generative APIs, you can use built-in menus from Continue in VS Code.
 
@@ -48,7 +48,7 @@ These actions will automatically edit your `config.yaml` file. To edit it manual
   Agents, embeddings, and autocomplete models are not yet supported through graphical interface configuration. Manually edit the configuration to enable them. See [Configure Continue through configuration file](#configure-continue-through-configuration-file) for more information.
 </Message>
 
-#### Configure Continue through a configuration file
+### Configure Continue through a configuration file
 
 To link Continue with Scaleway's Generative APIs, you can configure a settings file:
 
@@ -153,7 +153,7 @@ Alternatively, a `config.json` file can be used with the following format. Note
 </Message>
 
 
-### Activate Continue in VS Code
+## Activate Continue in VS Code
 
 After configuring the API, open VS Code and activate Continue:
 
@@ -164,7 +164,7 @@ After configuring the API, open VS Code and activate Continue:
   Enabling tab completion **may lead to higher token consumption** as the model generates predictions for every keystroke. Be mindful of your API usage and adjust settings accordingly to avoid unexpected costs. For more information, refer to the [official Continue documentation](https://docs.continue.dev/reference#tabautocompleteoptions).
 </Message>
 
-### Going further
+## Going further
 
 You can add more parameters to configure your model's behavior by editing `config.yaml`.
 For instance, you can add the following `chatOptions.baseSystemMessage` value to modify LLM messages `"role":"system"` and/or `"role":"developer"` and provide less verbose answers: