diff --git a/README.md b/README.md
index e70a56e..2316c33 100644
--- a/README.md
+++ b/README.md
@@ -1799,6 +1799,23 @@ ollama run jingyaogong/minimind2 # 其他可选 minimind2-r1 / minimind2-small /
我是一个语言模型...
```
+##
[MNN](https://github.com/alibaba/MNN)
+
+MNN是面向端侧的AI推理引擎,支持多种开源LLM模型推理,轻量化、高性能。
+
+1. 模型转换
+```
+cd MNN/transformers/llm/export
+# 导出4bit HQQ量化的MNN模型
+python llmexport.py --path /path/to/MiniMind2/ --export mnn --hqq --dst_path MiniMind2-MNN
+```
+
+2. 在Mac或手机上测试
+```
+./llm_demo /path/to/MiniMind2-MNN/config.json prompt.txt
+```
+或者下载APP测试
+
> 以上三方框架的更多用法请参考对应官方文档😊
# 📌 Acknowledge
diff --git a/README_en.md b/README_en.md
index f8ea2a2..d4e2d3d 100644
--- a/README_en.md
+++ b/README_en.md
@@ -1728,6 +1728,23 @@ ollama run jingyaogong/minimind2 # Other options: minimind2-r1 / minimind2-small
I am a language model...
```
+##
[MNN](https://github.com/alibaba/MNN)
+
+MNN is a lightweight, high-performance AI inference engine for on-device applications, supporting inference for various open-source LLM models.
+
+1. **Model Conversion**
+ ```
+ cd MNN/transformers/llm/export
+ # Export the 4-bit HQQ quantized MNN model
+ python llmexport.py --path /path/to/MiniMind2/ --export mnn --hqq --dst_path MiniMind2-MNN
+ ```
+
+2. **Test on a Mac or mobile phone**
+ ```
+ ./llm_demo /path/to/MiniMind2-MNN/config.json prompt.txt
+ ```
+ Or download the app to test.
+
> For more usage of the above third-party frameworks, please refer to their official documentation 😊
# 📌 Acknowledge