Update README.md

Author: DefTruth

README.md

@@ -17,12 +17,10 @@ Awesome-LLM-Inference: A curated list of [📙Awesome LLM Inference Papers with
 ## 📖 News 🔥🔥
 <div id="news"></div>
 
-- [2025-07-13] **[🤗flux-faster](https://github.com/xlite-dev/flux-faster)** is released! A forked version of [huggingface/flux-fast](https://github.com/huggingface/flux-fast) that **makes flux-fast even faster** with **[cache-dit](https://github.com/vipshop/cache-dit)**, **3.3x** speedup on NVIDIA L20 while still maintaining **high precision**.
-  
-- [2025-06-16]: **[🤗cache-dit](https://github.com/vipshop/cache-dit)** is released! A **Training-free** and **Easy-to-use** Cache Acceleration Toolbox for DiTs (**DBCache**, **DBPrune**, **TaylorSeer**, **FBCache**, **Cache CFG**, etc)🔥. Feel free to take a try!  
+- [2025-08-18]: **[🤗cache-dit](https://github.com/vipshop/cache-dit)** is released! 🤗An Unified and Training-free Cache Acceleration Toolbox for DiTs: Cache Acceleration with One-line Code ~ ♥️. Feel free to take a try!
 
 <div align='center'>
-  <img src='https://github.com/user-attachments/assets/a5ec4320-d2f9-4254-888a-170b2d9e3784' height="170px">
+  <img src=https://github.com/vipshop/cache-dit/raw/main/assets/cache-dit-v1.png height="320px">
 </div>
 
 ## ©️Citations