Update latest news with DeepNVMe (#7375)

Update latest news section to include DeepNVMe.

Author: loadams

docs/index.md

@@ -9,6 +9,8 @@ title: "Latest News"
 
 <!-- NOTE: Maintain only the five latest releases in 'latest news' section -->
 
+* [2025/06] [DeepNVMe: Affordable I/O scaling for Deep Learning Applications](https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/deepnvme/06-2025/README.md)
+
 * [2025/04] [DeepCompile: Unlocking Compiler Optimization for Distributed Training](https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/deepcompile/README.md)
 
 * [2025/03] [DeepSpeed AutoTP: Automatic Tensor Parallel Training of Hugging Face models](https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/huggingface-tp/README.md)
@@ -17,8 +19,6 @@ title: "Latest News"
 
 * [2024/12] [DeepSpeed Domino: Communication-Free LLM Training Engine](https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/deepspeed-domino/README.md)
 
-* [2024/08] [DeepSpeed on Windows](https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/windows/08-2024/README.md)[[日本語](https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/windows/08-2024/japanese/README.md)] [[中文](https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/windows/08-2024/chinese/README.md)]
-
 <!-- NOTE: we must use html for news items otherwise links will be broken in the 'more news' section -->
 
 <details>
@@ -27,12 +27,11 @@ title: "Latest News"
 
  <ul>
 
-   <li> [2024/08] <a href="https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/deepspeed-gds/README.md"> DeepNVMe: Improving DL Applications through I/O Optimizations</a> [<a href="ttps://github.com/deepspeedai/DeepSpeed/blob/master/blogs/deepspeed-gds/japanese/README.md"> 日本語 </a>] [<a href="https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/deepspeed-gds/japanese/README.md"> 中文 </a>]</li>
+   <li> [2024/08] <a href="https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/windows/08-2024/README.md"> DeepSpeed on Windows</a>) [<a href="https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/windows/08-2024/japanese/README.md"> 日本語 </a>] [<a href="https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/windows/08-2024/chinese/README.md"> 中文 </a>] </li>
 
-   <li> [2024/07] <a href="https://github.com/microsoft/DeepSpeed/tree/master/blogs/deepspeed-ucp/README.md"> DeepSpeed Universal Checkpointing: Efficient and Flexible Checkpointing for Large Scale Distributed Training</a> [<a href="https://github.com/microsoft/DeepSpeed/tree/master/blogs/deepspeed-ucp/japanese/README.md"> 日本語 </a>] </li>
+   <li> [2024/08] <a href="https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/deepspeed-gds/README.md"> DeepNVMe: Improving DL Applications through I/O Optimizations</a> [<a href="https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/deepspeed-gds/japanese/README.md"> 日本語 </a>] [<a href="https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/deepspeed-gds/japanese/README.md"> 中文 </a>] </li>
 
-
-   <li> [2024/03] <a href="https://github.com/microsoft/DeepSpeed/tree/master/blogs/deepspeed-fp6/03-05-2024/README.md"> DeepSpeed-FP6: The Power of FP6-Centric Serving for Large Language Models</a> [<a href="https://github.com/microsoft/DeepSpeed/tree/master/blogs/deepspeed-fp6/03-05-2024/README-Chinese.md"> 中文 </a>] </li>
+   <li> [2024/07] <a href="https://github.com/microsoft/DeepSpeed/tree/master/blogs/deepspeed-ucp/README.md"> DeepSpeed Universal Checkpointing: Efficient and Flexible Checkpointing for Large Scale Distributed Training</a> [<a href="https://github.com/microsoft/DeepSpeed/tree/master/blogs/deepspeed-ucp/japanese/README.md"> 日本語 </a>] </li>