diff --git a/README.md b/README.md
index 21d59c8..46069c8 100644
--- a/README.md
+++ b/README.md
@@ -6,7 +6,7 @@ Just a place I'm sharing all the notes and research I have on immediate mode use
 
 The Inner Product column on Immediate Mode GUIs:  
 [Game Developer - September 2005 (Page 34-36)](assets/GDM_September_2005.pdf)  
-[Sample Implementation](https://silverspaceship.com/i	nner/imgui/)  
+[Sample Implementation](https://silverspaceship.com/inner/imgui/)  
 
 ## Casey Muratori
 
@@ -34,6 +34,11 @@ The Inner Product column on Immediate Mode GUIs:
 [Improving Our Immediate-Mode UI Stuff (Part 1)](https://youtu.be/gPKDnu5QaZk)  
 [Improving Our Immediate-Mode UI Stuff (Part 2)](https://www.youtube.com/watch?v=upURrmzpD5Q)  
 
+## nakst
+
+[Writing a toy UI library](https://nakst.gitlab.io/tutorial/ui-part-1.html)  
+
+
 ## Ryan Fleury
 
 [UI Series -- Table of Contents](https://www.rfleury.com/p/ui-series-table-of-contents)  
diff --git a/notes/vui_notes.pur b/notes/vui_notes.pur
index 3cf2252..9d2aef2 100644
Binary files a/notes/vui_notes.pur and b/notes/vui_notes.pur differ