diff --git a/README.md b/README.md
index 4e88758..3c5eede 100644
--- a/README.md
+++ b/README.md
@@ -32,6 +32,7 @@ documents and developers who want to build their own RAG pipeline.
 - For developers:
   - A framework for building your own RAG-based document QA pipeline.
   - Customize and see your RAG pipeline in action with the provided UI (built with <a href='https://github.com/gradio-app/gradio'>Gradio <img src='https://img.shields.io/github/stars/gradio-app/gradio'></a>).
+  - If you use Gradio for developmenet, check out our theme here [kotaemon-gradio-theme](https://github.com/lone17/kotaemon-gradio-theme).
 
 ```yml
 +----------------------------------------------------------------------------+
@@ -76,7 +77,8 @@ appreciated.
 ### For end users
 
 This document is intended for developers. If you just want to install and use the app as
-it is, please follow the non-technical [User Guide](https://cinnamon.github.io/kotaemon/) (WIP).
+it is, please follow the non-technical [User Guide](https://cinnamon.github.io/kotaemon/).
+Use the most recent release .zip to include latest features and bug-fixes.
 
 ### For developers