diff --git a/README.md b/README.md
index 30116fa..488c683 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,12 @@
 
 **Status: WIP / Experimental**
 
-The goal of this project is to provide MLX training on Apple Silicon with semi-drop-in support for Axolotl configurations (best-effort).
+The goal of this project is to provide MLX training on Apple Silicon (and CUDA devices) with semi-drop-in support for Axolotl configurations (best-effort).
+
+<p float="left" align="middle">
+<img height="514" alt="image" src="https://github.com/user-attachments/assets/3ad354f6-381b-4b19-b3bd-ab4077fd9ec2" />
+<img height="484" alt="image" src="https://github.com/user-attachments/assets/bfe1c421-9c7d-4cb4-b480-475b9a792a7c" />
+</p>
 
 ## Setup
 
@@ -30,4 +35,11 @@ uv run black .
 
 # Lint code
 uv run ruff check .
-```
\ No newline at end of file
+```
+
+## Limitations on CUDA
+
+Due to MLX limitations, some features are not supported on CUDA devices:
+
+- QLoRA (4bit and 8bit)
+- Possibly other stuff!