diff --git a/README.md b/README.md
index c54d24b..f524cb2 100644
--- a/README.md
+++ b/README.md
@@ -6,13 +6,17 @@ A local web interface for generating images with Stable Diffusion, designed for
 
 This is basically a very simplified reimplementation of Automatic1111
 
+This README will guide you through setup and basic usage.
+
+![screenshot](Screenshot_20260201_212747.jpg)
+
 ---
 
 **Warning** A lot of this project was made with claude code because I just wanted to have a working SD webui and Automation1111 refused to work for me. The whole thing was made in two days. This is not aiming to be a maintainable project. It's best to run claude, tell it to read this README and have it make the changes you want.
 
 I have AMD RX 6600 XT, which is not supported by ROCm, but works fine with `HSA_OVERRIDE_GFX_VERSION=10.3.0` in env. That essentially lies about the GPU you have, and somehow a lie is sufficient here. Welcome to ML python.
 
-This will work best with NVidia, but you will need some adjustments as I optimized it for my AMD card.
+This will work best with NVIDIA, but you will need some adjustments as I optimized it for my AMD card.
 
 ---
 
@@ -170,9 +174,11 @@ const CONFIG = {
 
 ## Run the POC to verify config
 
-Run `run_poc.sh` (modify it as needed). With the my-diffusers-model model and default settings, it produces this picture:
+Download a diffusers model e.g. `realistic-vision-v51` using the example above.
 
-![26-02-01_20-36-38_673842166.jpg](26-02-01_20-36-38_673842166.jpg)
+Run `run_poc.sh` (modify it as needed).
+
+It will generate a picture to `out/` and open it in your image viewer.
 
 
 ## Run the Server
@@ -193,6 +199,7 @@ python app.py
 
 Open http://localhost:5000 in your browser.
 
+
 ## Architecture
 
 ```
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