Update README.md

README.md

@@ -4,6 +4,10 @@ AI imagined images. Pythonic generation of stable diffusion images.
 
 "just works" on Linux and macOS(M1) (and maybe windows?).
 
+**🎉 Try Stable Diffusion v2 with alpha version of imaginairy:**
+
+`pip install imaginairy==6.0.0a0 --upgrade`
+
 ## Examples
 ```bash
 # on macOS, make sure rust is installed first
@@ -477,4 +481,4 @@ would be uncorrelated to the rest of the surrounding image.  It created terrible
  - https://github.com/jessevig/bertviz
  - https://www.youtube.com/watch?v=5pIQFQZsNe8
  - https://jalammar.github.io/illustrated-transformer/
- - https://huggingface.co/blog/assets/78_annotated-diffusion/unet_architecture.jpg
+ - https://huggingface.co/blog/assets/78_annotated-diffusion/unet_architecture.jpg