diff --git a/docs/30-simple-queries/1-empty-aggregation.mdx b/docs/30-simple-queries/1-empty-aggregation.mdx
index bf87c28..3328274 100644
--- a/docs/30-simple-queries/1-empty-aggregation.mdx
+++ b/docs/30-simple-queries/1-empty-aggregation.mdx
@@ -22,7 +22,7 @@ This code is the equivalent of a `SELECT * FROM AUTHORS`. It returns a [cursor](
 []
 ```
 
-You're getting all documents in `authors`. 
+You're getting all documents in `authors` (although the Atlas UI is only showing a 10 documents sample) 
   </TabItem>
 
   <TabItem value="mongodb-shell" label="MongoDB Shell">
diff --git a/docusaurus.config.js b/docusaurus.config.js
index 4932fab..7bc7069 100644
--- a/docusaurus.config.js
+++ b/docusaurus.config.js
@@ -162,7 +162,7 @@ const config = {
         items: [
           {
             label: "🤖 AI Lab Assistant",
-            href: "https://lab-ai-assistant.ue.r.appspot.com/",
+            href: "https://mdb.link/lab-assistant",
             position: "right",
           },
           {