diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..69225a3
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,5 @@
+model/__pycache__
+out
+website/
+docs-minimind-v/
+测试.py
\ No newline at end of file
diff --git a/README.md b/README.md
index b346308..698da6a 100644
--- a/README.md
+++ b/README.md
@@ -71,7 +71,15 @@
 ### 👉**最近更新**
 
 <details close> 
-<summary> <b>2025-04-27 (newest 🎉)</b> </summary>
+<summary> <b>2025-10-24 (newest 🎉)</b> </summary>
+
+- bug修复：模型权重不对应
+- 适配[「minimind-1024更新」](https://github.com/jingyaogong/minimind)
+
+</details>
+
+<details close> 
+<summary> <b>2025-04-27</b> </summary>
 
 - 兼容性更新
 - 适配[「minimind仓库新特性」](https://github.com/jingyaogong/minimind/issues/370)
@@ -127,10 +135,11 @@ git clone https://www.modelscope.cn/models/openai-mirror/clip-vit-base-patch16
 ```
 
 ```bash
-# 下载纯语言模型权重到 ./out 目录下（作为训练VLM的基座语言模型）
-https://huggingface.co/jingyaogong/MiniMind2-V-PyTorch/blob/main/llm_512.pth
-# or
-https://huggingface.co/jingyaogong/MiniMind2-V-PyTorch/blob/main/llm_768.pth
+# 下载minimind语言模型权重到 ./out 目录下（作为训练VLM的基座语言模型）
+# HuggingFace
+https://huggingface.co/jingyaogong/MiniMind2-V-PyTorch/blob/main/llm_512.pth # or llm_768.pth
+# 国内源
+https://modelscope.cn/models/gongjy/MiniMind2-V-PyTorch/resolve/master/llm_512.pth # or llm_768.pth
 ```
 
 ## Ⅰ 测试已有模型效果
diff --git a/README_en.md b/README_en.md
index 4b9e826..ab56257 100644
--- a/README_en.md
+++ b/README_en.md
@@ -76,7 +76,15 @@ Is the training process difficult? Now, let's explore the answers and feel the j
 ### 👉**Recent Updates**
 
 <details close> 
-<summary> <b>2025-04-27 (newest 🎉)</b> </summary>
+<summary> <b>2025-10-24 (newest 🎉)</b> </summary>
+
+- Bug fix: model weights mismatch
+- Adapted to ["minimind-1024 update"](https://github.com/jingyaogong/minimind)
+
+</details>
+
+<details close> 
+<summary> <b>2025-04-27</b> </summary>
 
 - Compatibility updates
 - Adapted to the new feature in the "minimind" repository
@@ -84,7 +92,6 @@ Is the training process difficult? Now, let's explore the answers and feel the j
 
 </details>
 
-
 <details close> 
 <summary> <b>2025-02-20</b> </summary>
 
@@ -133,10 +140,11 @@ git clone https://www.modelscope.cn/models/openai-mirror/clip-vit-base-patch16
 ```
 
 ```bash
-# Download the pure language model to the ./out directory (as the base language model for training VLM):
-https://huggingface.co/jingyaogong/MiniMind2-V-PyTorch/blob/main/llm_512.pth
-# or
-https://huggingface.co/jingyaogong/MiniMind2-V-PyTorch/blob/main/llm_768.pth
+# Download the minimind language model to the ./out directory (as the base language model for training VLM):
+# HuggingFace
+https://huggingface.co/jingyaogong/MiniMind2-V-PyTorch/blob/main/llm_512.pth # or llm_768.pth
+# Domestic source
+https://modelscope.cn/models/gongjy/MiniMind2-V-PyTorch/resolve/master/llm_512.pth # or llm_768.pth
 ```