diff --git a/README.md b/README.md
index 664ab06..af80f9d 100644
--- a/README.md
+++ b/README.md
@@ -244,6 +244,7 @@ ComfyUI\python_embeded\python.exe -m pip install --upgrade diffusers
 ### v2.2.7 (latest)
 - **Performance**: LoRA loading speed improvement - Implemented optimization by eliminating duplicate file reads. The first LoRA file loaded for debug logging is now cached and reused in actual processing, eliminating duplicate file I/O and deserialization operations
 - **Technical Details**: See [v2.2.7 Release Notes](https://github.com/ussoewwin/ComfyUI-QwenImageLoraLoader/releases/tag/2.2.7) for complete explanation
+- **Acknowledgments**: 本次改进参考了zhihu.com上Jimmy先生发表的文章《【closerAI ComfyUI】nunchakuV1.1支持z-image+支持zimage-LORA的修复方案，短板一次性补全，nunchaku zimage全面高速生图解决方案！》。在此谨向Jimmy先生致以诚挚谢意。
 
 ### v2.2.6
 - **Fixed**: Resolved [Issue #43](https://github.com/ussoewwin/ComfyUI-QwenImageLoraLoader/issues/43) – Fixed `TypeError: QwenTimestepProjEmbeddings.forward() takes 3 positional arguments but 4 were given` error by forcing `guidance=None` after converting to `additional_t_cond` to prevent ComfyUI-nunchaku's buggy code path from executing