diff --git a/README.md b/README.md
index 454ce27..e682609 100644
--- a/README.md
+++ b/README.md
@@ -12,7 +12,8 @@ So it's combining the best of RNN and transformer - **great performance, fast in
 
 **RWKV in 150 lines** (model, inference, text generation): https://github.com/BlinkDL/ChatRWKV/blob/main/RWKV_in_150_lines.py
 
-**ChatRWKV v2:** with "stream" and "split" strategies. **3G VRAM is enough to run RWKV 14B :)** https://github.com/BlinkDL/ChatRWKV/tree/main/v2
+**ChatRWKV v2:** with "stream" and "split" strategies and INT8. **3G VRAM is enough to run RWKV 14B :)** https://github.com/BlinkDL/ChatRWKV/tree/main/v2
+![RWKV-chat](RWKV-chat.png)
 ```python
 os.environ["RWKV_JIT_ON"] = '1'
 os.environ["RWKV_CUDA_ON"] = '0' # if '1' then use CUDA kernel for seq mode (much faster)
@@ -28,8 +29,6 @@ print(out.detach().cpu().numpy())                   # same result as above
 ```
 **Hugging Face space**: https://huggingface.co/spaces/BlinkDL/ChatRWKV-gradio
 
-![RWKV-chat](RWKV-chat.png)
-
 ## Join our Discord: https://discord.gg/bDSBUMeFpc :)
 
 You are welcome to join the RWKV discord https://discord.gg/bDSBUMeFpc to build upon it. We have plenty of potential compute (A100 40Gs) now (thanks to Stability and EleutherAI), so if you have interesting ideas I can run them.