Revise README for LTX-2 release and new links (#64)

Updated links and added information about LTX-2.

Author: rluxemburg

README.md

@@ -1,17 +1,18 @@
 <div align="center">
 
-<img src="assets/banner.webp" alt="LTX-Video Community Trainer Banner" width="75%">
-
-[![GitHub](https://img.shields.io/badge/LTXV-Repo-blue?logo=github)](https://github.com/Lightricks/LTX-Video)
-[![Website](https://img.shields.io/badge/Website-LTXV-181717?logo=google-chrome)](https://www.lightricks.com/ltxv)
-[![Model](https://img.shields.io/badge/HuggingFace-Model-orange?logo=huggingface)](https://huggingface.co/Lightricks/LTX-Video)
+[![GitHub](https://img.shields.io/badge/LTX-Repo-blue?logo=github)](https://github.com/Lightricks/LTX-2)
+[![Model](https://img.shields.io/badge/HuggingFace-Model-orange?logo=huggingface)](https://huggingface.co/Lightricks/LTX-2)
 [![ComfyUI Nodes](https://img.shields.io/badge/ComfyUI-Nodes-purple)](https://github.com/Lightricks/ComfyUI-LTXVideo)
-[![Demo](https://img.shields.io/badge/Demo-Try%20Now-brightgreen?logo=vercel)](https://app.ltx.studio/ltx-video)
 [![Paper](https://img.shields.io/badge/Paper-arXiv-B31B1B?logo=arxiv)](https://arxiv.org/abs/2501.00103)
-[![Discord](https://img.shields.io/badge/Join-Discord-5865F2?logo=discord)](https://discord.gg/Mn8BRgUKKy)
+[![Discord](https://img.shields.io/badge/Join-Discord-5865F2?logo=discord)](https://discord.gg/ltxplatform)
 
 </div>
 
+## 🚀 **LTX-2 is Now Available!**
+
+For training resources for LTX-2 please visit the [LTX-2 Trainer repo](https://github.com/Lightricks/LTX-2/tree/main/packages/ltx-trainer)
+
+---
 
 This repository provides tools and scripts for training and fine-tuning Lightricks' [LTX-Video (LTXV)](https://github.com/Lightricks/LTX-Video) model. It enables LoRA training, full fine-tuning, and video-to-video transformation workflows on custom datasets.