diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -43,12 +43,15 @@ for example modify the source.pth and output.safetensors on the last line in the
 ## Radiance Model
 
 Download a checkpoint from here https://huggingface.co/lodestones/chroma-debug-development-only/tree/main/radiance then convert it with convertpth.py. Put it in your stable diffusion subfolder. Use the radiance model in the chroma tab of the gui without a vae. It will be automatically detected. Use the same T5 you normally use.  
+The memory management is currently derped. It will run fast with a 24GB card when setting the gpu weights to about 19,200, but if you need to offload expect 4x slowdown.  
 
 Training: https://github.com/lodestone-rock/flow/  https://github.com/kohya-ss/sd-scripts/tree/sd3  
 Donate to Lodestone (training is bookoo expensive and crowdfunded): https://ko-fi.com/lodestonerock  
 Discord: http://discord.gg/SQVcWVbqKx  
 
-## Changlog  
+## Changlog
+9/2/2025  
+    Add res 2s, res 6s and res 16s samplers to main. Seems to work with beta good. Thanks to ClownsharkBatwing https://github.com/ClownsharkBatwing/RES4LYF  
 8/29/2025  
     Fixed previews w/ radiance chroma models, fixed memory management and offloading mechanisms for radiance somewhat, the memory management deffinately needs some more work.  
 8/28/2025