add link

app.py

@@ -26,9 +26,10 @@ def run_query( server, policy, prompt):
 
 with gr.Blocks(theme=gr.themes.Soft()) as demo:
     gr.Markdown("<h1><center>🔒Confidential code generation with BlindBox and Santacoder</center></h1>")
-    gr.Markdown("<p>This is the demo for our article on deploying code generation LLM models with BlindBox: <b>AI-assisted code generation with privacy guarantees: Securely deploy SantaCoder with BlindBox</b><br>You can view the article  <a href='ai-assisted-code-generation-with-privacy-guarantees-securely-deploy-santacoder-with-blindbox'>here!</a> </p>")
+    gr.Markdown("<p>This is the demo for our article on deploying code generation LLM models with BlindBox: <b>AI-assisted code generation with privacy guarantees: Securely deploy SantaCoder with BlindBox</b><br>You can view the article  <a href='https://blog-mithril-security.ghost.io/ai-assisted-code-generation-with-privacy-guarantees-securely-deploy-santacoder-with-blindbox'>here!</a></p>")
     gr.Markdown("<p>You can use this demo to send a function definition to BigCode's open-source Santacoder model and get back an auto-completed function.</p>")
     gr.Markdown("<p>The model is deployed within a highly-isolated Trusted Execution Environment, meaning that we, as the service provider, have no access to the data sent to this model!</p>")
+    gr.Markdown("<p>You can see how we deployed the model by checking out the integration section of our <a href='https://blindbox.mithrilsecurity.io/en/latest/docs/how-to-guides/santacoder/'>documentation!</p>")
     gr.Markdown("><h3>Step 1: Check we are connecting to an authentic confidential VM")
     gr.Markdown("<p>This first option allows you to choose whether to connect to the Whisper application deployed with BlindBox on a confidential VM or the same application deployed on a dummy server which is not within a confidential VM!<br>This demonstrates how BlindBox blocks requests to non-authentic confidential VMs!</p>")
     with gr.Column():