diff --git a/README.md b/README.md
index 3c699307..cd1b899b 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,13 @@
+# Custom trainer dedicated for AstolfoXL #
+
+- Rewritten `sdxl_train.py` to gather many features from stalled PR and exclusively in other scripts. [The PR](https://github.com/kohya-ss/sd-scripts/pull/1950/). 
+
+- Many added features are *obvious and fundamental* for large scale finetuning: Multi node multi GPU (scalable k8s scripts not included), resume from steps, and common enhancing techniques.
+
+- Code has been refractored as `train_native.py`, which would replace `fine_tune.py` which matches the code pattern from `train_network.py`. *However there are many arch specific problem to be solved.* 
+
+------
+
 This repository contains training, generation and utility scripts for Stable Diffusion.
 
 ## FLUX.1 and SD3 training (WIP)