diff --git a/pages/ai.image.generation.md b/pages/ai.image.generation.md
index 7f1c16e..861f5ed 100644
--- a/pages/ai.image.generation.md
+++ b/pages/ai.image.generation.md
@@ -50,6 +50,9 @@
 - https://www.youtube.com/watch?v=w_sxuDMt_V0&list=WL&index=6
 	- hows us how to make amazing AI animations with Stable Diffusion and Cloud Deforum in just a few minutes!
 
+#### deforum animation 
+- https://www.youtube.com/watch?v=bolW97Mrcc4
+
 #### VQGAN-CLIP-GENERATOR
 - `This is a package (with available notebook) for running VQGAN+CLIP locally, with a focus on ease of use, good documentation, and generating smooth style transfer videos.`
 - https://github.com/rkhamilton/vqgan-clip-generator