diff --git a/README.md b/README.md
index 2cac144..d8fd9ce 100644
--- a/README.md
+++ b/README.md
@@ -64,6 +64,8 @@ English | [简体中文](README_ZH.md) | [日本語](README_JA.md)
 - Easy-to-understand and operate parameter configuration
 - Built-in model conversion tool
 - Built-in download management and remote model inspection
+- Built-in one-click LoRA Finetune
+- Can also be used as an OpenAI ChatGPT and GPT-Playground client
 - Multilingual localization
 - Theme switching
 - Automatic updates
@@ -126,14 +128,6 @@ for i in np.argsort(embeddings_cos_sim)[::-1]:
     print(f"{embeddings_cos_sim[i]:.10f} - {values[i]}")
 ```
 
-## Todo
-
-- [ ] Model training functionality
-- [x] CUDA operator int8 acceleration
-- [x] macOS support
-- [x] Linux support
-- [ ] Local State Cache DB
-
 ## Related Repositories:
 
 - RWKV-4-World: https://huggingface.co/BlinkDL/rwkv-4-world/tree/main
@@ -146,28 +140,32 @@ for i in np.argsort(embeddings_cos_sim)[::-1]:
 
 ### Homepage
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/60efbb65-29e3-4346-a597-5bdcd099251c)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/d7f24d80-f382-428d-8b28-edf87e1549e2)
 
 ### Chat
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/6cde9c45-51bb-4dee-b1fe-746862448520)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/80009872-528f-4932-aeb2-f724fa892e7c)
 
 ### Completion
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/52f47f92-d21d-4cd7-b04e-d6f9af937a97)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/bf49de8e-3b89-4543-b1ef-7cd4b19a1836)
 
 ### Configuration
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/93270a68-9d6d-4247-b6a3-e543c65a876b)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/48befdc6-e03c-4851-9bee-22f77ee2640e)
 
 ### Model Management
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/6f96fdd3-fdf5-4b78-af80-2afbd1ad173b)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/367fe4f8-cc12-475f-9371-3cf62cdbf293)
 
 ### Download Management
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/6982e7ee-bace-4a88-bb47-92379185bf9d)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/c8153cf9-c8cb-4618-8268-60c82a5be539)
+
+### LoRA Finetune
+
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/4715045a-683e-4d2a-9b0e-090c7a5df63f)
 
 ### Settings
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/b3b2ab46-344c-4f04-b066-1503f776eeb9)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/1067e635-8c07-4217-86a8-e48a5fcbb075)
diff --git a/README_JA.md b/README_JA.md
index ad79f9e..30f65d7 100644
--- a/README_JA.md
+++ b/README_JA.md
@@ -24,15 +24,25 @@
 [FAQs](https://github.com/josStorer/RWKV-Runner/wiki/FAQs) | [プレビュー](#Preview) | [ダウンロード][download-url] | [サーバーデプロイ例](https://github.com/josStorer/RWKV-Runner/tree/master/deploy-examples)
 
 [license-image]: http://img.shields.io/badge/license-MIT-blue.svg
+
 [license-url]: https://github.com/josStorer/RWKV-Runner/blob/master/LICENSE
+
 [release-image]: https://img.shields.io/github/release/josStorer/RWKV-Runner.svg
+
 [release-url]: https://github.com/josStorer/RWKV-Runner/releases/latest
+
 [download-url]: https://github.com/josStorer/RWKV-Runner/releases
+
 [Windows-image]: https://img.shields.io/badge/-Windows-blue?logo=windows
+
 [Windows-url]: https://github.com/josStorer/RWKV-Runner/blob/master/build/windows/Readme_Install.txt
+
 [MacOS-image]: https://img.shields.io/badge/-MacOS-black?logo=apple
+
 [MacOS-url]: https://github.com/josStorer/RWKV-Runner/blob/master/build/darwin/Readme_Install.txt
+
 [Linux-image]: https://img.shields.io/badge/-Linux-black?logo=linux
+
 [Linux-url]: https://github.com/josStorer/RWKV-Runner/blob/master/build/linux/Readme_Install.txt
 
 </div>
@@ -54,6 +64,8 @@
 - 分かりやすく操作しやすいパラメータ設定
 - 内蔵モデル変換ツール
 - ダウンロード管理とリモートモデル検査機能内蔵
+- 内蔵のLoRA微調整機能を搭載しています
+- このプログラムは、OpenAI ChatGPTとGPT Playgroundのクライアントとしても使用できます
 - 多言語ローカライズ
 - テーマ切り替え
 - 自動アップデート
@@ -116,14 +128,6 @@ for i in np.argsort(embeddings_cos_sim)[::-1]:
     print(f"{embeddings_cos_sim[i]:.10f} - {values[i]}")
 ```
 
-## Todo
-
-- [ ] モデル学習機能
-- [x] CUDA オペレータ int8 アクセラレーション
-- [x] macOS サポート
-- [x] Linux サポート
-- [ ] ローカルステートキャッシュ DB
-
 ## 関連リポジトリ:
 
 - RWKV-4-World: https://huggingface.co/BlinkDL/rwkv-4-world/tree/main
@@ -136,28 +140,32 @@ for i in np.argsort(embeddings_cos_sim)[::-1]:
 
 ### ホームページ
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/60efbb65-29e3-4346-a597-5bdcd099251c)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/d7f24d80-f382-428d-8b28-edf87e1549e2)
 
 ### チャット
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/6cde9c45-51bb-4dee-b1fe-746862448520)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/80009872-528f-4932-aeb2-f724fa892e7c)
 
 ### 補完
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/52f47f92-d21d-4cd7-b04e-d6f9af937a97)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/bf49de8e-3b89-4543-b1ef-7cd4b19a1836)
 
 ### コンフィグ
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/93270a68-9d6d-4247-b6a3-e543c65a876b)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/48befdc6-e03c-4851-9bee-22f77ee2640e)
 
 ### モデル管理
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/6f96fdd3-fdf5-4b78-af80-2afbd1ad173b)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/367fe4f8-cc12-475f-9371-3cf62cdbf293)
 
 ### ダウンロード管理
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/6982e7ee-bace-4a88-bb47-92379185bf9d)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/c8153cf9-c8cb-4618-8268-60c82a5be539)
+
+### LoRA Finetune
+
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/4715045a-683e-4d2a-9b0e-090c7a5df63f)
 
 ### 設定
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/b3b2ab46-344c-4f04-b066-1503f776eeb9)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/1067e635-8c07-4217-86a8-e48a5fcbb075)
diff --git a/README_ZH.md b/README_ZH.md
index f203007..b603b87 100644
--- a/README_ZH.md
+++ b/README_ZH.md
@@ -64,6 +64,8 @@ API兼容的接口，这意味着一切ChatGPT客户端都是RWKV客户端。
 - 易于理解和操作的参数配置
 - 内置模型转换工具
 - 内置下载管理和远程模型检视
+- 内置一键LoRA微调
+- 也可用作 OpenAI ChatGPT 和 GPT Playground 客户端
 - 多语言本地化
 - 主题切换
 - 自动更新
@@ -126,14 +128,6 @@ for i in np.argsort(embeddings_cos_sim)[::-1]:
     print(f"{embeddings_cos_sim[i]:.10f} - {values[i]}")
 ```
 
-## Todo
-
-- [ ] 模型训练功能
-- [x] CUDA算子int8提速
-- [x] macOS支持
-- [x] linux支持
-- [ ] 本地状态缓存数据库
-
 ## 相关仓库:
 
 - RWKV-4-World: https://huggingface.co/BlinkDL/rwkv-4-world/tree/main
@@ -146,28 +140,32 @@ for i in np.argsort(embeddings_cos_sim)[::-1]:
 
 ### 主页
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/9d25380a-a17b-443f-b823-86c754ebebf0)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/ff2b1eef-dd3b-4cbf-98fb-b5a1ecee43e1)
 
 ### 聊天
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/0e66d5fa-f34a-409f-9cd4-d880815733f3)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/9570e73b-dca2-4316-9e92-09961f3c48c4)
 
 ### 补全
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/d4178ee9-a188-4878-9777-25c916872c29)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/69f9ba7a-2fe8-4a5e-94cb-aa655aa409e2)
 
 ### 配置
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/ad9921fc-7248-40a3-9e18-03445b86e4bf)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/59460f69-b172-4c7a-86cb-573262543076)
 
 ### 模型管理
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/7c36f15f-3e77-49cd-a16d-99a29f870bdf)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/551121ee-1bfe-421b-a9d1-24125126ab4b)
 
 ### 下载管理
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/32fde30b-11dd-43b9-9667-ad6975be2106)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/cc076038-2a91-4d36-bd39-266020e8ea87)
+
+### LoRA微调
+
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/31939b8f-9546-4f44-b434-295b492ec625)
 
 ### 设置
 
-![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/e8a0f746-9da7-48e3-b3fc-e1453ac50de2)
+![image](https://github.com/josStorer/RWKV-Runner/assets/13366013/9652d7cc-ac33-4587-a8fb-03e5a6f5ea77)