diff --git a/docs/source-fabric/glossary/index.rst b/docs/source-fabric/glossary/index.rst
index ec78566c4d04b..823adfee5eac2 100644
--- a/docs/source-fabric/glossary/index.rst
+++ b/docs/source-fabric/glossary/index.rst
@@ -40,7 +40,7 @@ Glossary
 
 .. displayitem::
     :header: Checkpoint
-    :button_link: ../guide/checkpoints.html
+    :button_link: ../guide/checkpoint.html
     :col_css: col-md-4
 
 .. displayitem::
@@ -80,7 +80,7 @@ Glossary
 
 .. displayitem::
     :header: Jypyter
-    :button_link: ../launch/notebook.html
+    :button_link: ../launch/notebooks.html
     :col_css: col-md-4
 
 .. displayitem::
diff --git a/docs/source-fabric/guide/multi_node/cloud.rst b/docs/source-fabric/guide/multi_node/cloud.rst
index f5a7d9b352b0e..833bb92b25613 100644
--- a/docs/source-fabric/guide/multi_node/cloud.rst
+++ b/docs/source-fabric/guide/multi_node/cloud.rst
@@ -103,8 +103,8 @@ Next steps
         <div class="row">
 
 .. displayitem::
-    :header: Lightning App Docs
-    :description: Learn more about apps and the Lightning cloud.
+    :header: Lightning Platform
+    :description: Develop, Train and Deploy models on the cloud
     :col_css: col-md-4
     :button_link: https://lightning.ai
     :height: 150
diff --git a/docs/source-fabric/links.rst b/docs/source-fabric/links.rst
index 63028f3dc1b42..d8e1d12b1ac6d 100644
--- a/docs/source-fabric/links.rst
+++ b/docs/source-fabric/links.rst
@@ -1,3 +1,3 @@
 .. _PyTorchJob: https://www.kubeflow.org/docs/components/training/pytorch/
 .. _Kubeflow: https://www.kubeflow.org
-.. _Trainer: https://lightning.ai/docs/pytorch/stable/common/
+.. _Trainer: https://lightning.ai/docs/pytorch/stable/common/trainer.html