update README

Author: TianQi-777

README.md

@@ -43,6 +43,7 @@ This repo contains official PyTorch model definitions, pre-trained weights and i
 
 ## 🔥🔥🔥 News!!
 * Mar 13, 2025: 🚀 We release the parallel inference code for HunyuanVideo-I2V powered by [xDiT](https://github.com/xdit-project/xDiT).
+* Mar 11, 2025: 🎉 We have updated the lora training and inference code after fixing the bug.
 * Mar 07, 2025: 🔥 We have fixed the bug in our open-source version that caused ID changes. Please try the new model weights of [HunyuanVideo-I2V](https://huggingface.co/tencent/HunyuanVideo-I2V) to ensure full visual consistency in the first frame and produce higher quality videos. 
 * Mar 06, 2025: 👋 We release the inference code and model weights of HunyuanVideo-I2V. [Download](https://github.com/Tencent/HunyuanVideo-I2V/blob/main/ckpts/README.md).
 
@@ -93,6 +94,7 @@ If you develop/use HunyuanVideo-I2V in your projects, welcome to let us know.
     - [I2V Demo](#i2v-demo)
     - [Frist Frame Consistency Demo](#frist-frame-consistency-demo)
     - [Customizable I2V LoRA Demo](#customizable-i2v-lora-demo)
+  - [🧩 Community Contributions](#-community-contributions)
   - [📑 Open-source Plan](#-open-source-plan)
   - [Contents](#contents)
   - [**HunyuanVideo-I2V Overall Architecture**](#hunyuanvideo-i2v-overall-architecture)

README_zh.md

@@ -35,6 +35,7 @@
 
 ## 🔥🔥🔥 最新动态
 * 2025年03月13日: 🚀 开源 HunyuanVideo-I2V 多卡并行推理代码，由[xDiT](https://github.com/xdit-project/xDiT)提供。
+* 2025年03月11日: 🎉 在修复bug后我们更新了lora的训练和推理代码。
 * 2025年03月07日: 🔥 我们已经修复了开源版本中导致ID变化的bug，请尝试[HunyuanVideo-I2V](https://huggingface.co/tencent/HunyuanVideo-I2V)新的模型权重，以确保首帧完全视觉一致性，并制作更高质量的视频。
 * 2025年03月06日: 👋 发布HunyuanVideo-I2V的推理代码和模型权重。[下载地址](https://github.com/Tencent/HunyuanVideo-I2V/blob/main/ckpts/README.md)
 
@@ -83,6 +84,7 @@
     - [I2V 示例](#i2v-示例)
     - [首帧一致性示例](#首帧一致性示例)
     - [定制化I2V LoRA效果演示](#定制化i2v-lora效果演示)
+  - [🧩 社区贡献](#-社区贡献)
   - [📑 开源计划](#-开源计划)
   - [目录](#目录)
   - [**HunyuanVideo-I2V 整体架构**](#hunyuanvideo-i2v-整体架构)