diff --git a/api-reference/how-to/powerpoint.mdx b/api-reference/how-to/powerpoint.mdx
index 8f8cde4a..9b0b93fe 100644
--- a/api-reference/how-to/powerpoint.mdx
+++ b/api-reference/how-to/powerpoint.mdx
@@ -1,5 +1,6 @@
---
title: "Work with PowerPoint files"
-url: "https://colab.research.google.com/drive/1NmLSmUMb9ozlELnWa3J4WwdrBfGomwPk"
+url: "https://colab.research.google.com/drive/1l_e7CyqfBUxBBDc6E6XIKtKV-8YWvmRX?usp=sharing"
icon: "notebook"
----
\ No newline at end of file
+---
+
diff --git a/examplecode/notebooks.mdx b/examplecode/notebooks.mdx
index f12911ed..77bb2993 100644
--- a/examplecode/notebooks.mdx
+++ b/examplecode/notebooks.mdx
@@ -87,7 +87,7 @@ description: "Notebooks contain complete working sample code for end-to-end solu
```Unstructured``` ```LangChain``` ```Ollama``` ```Llama 3```
-
+
A RAG solution that is based on PowerPoint files.