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add link to the blog from index page
Signed-off-by: Guokai Ma <[email protected]>
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docs/index.md

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* [2025/10] [(LAB) Study of ZenFlow and ZeRO offload performance with DeepSpeed CPU core binding](https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/zenflow-corebinding/README.md)
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* [2025/08] [ZenFlow: Stall-Free Offloading Engine for LLM Training](https://pytorch.org/blog/zenflow-stall-free-offloading-engine-for-llm-training/)
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* [2025/04] [DeepCompile: Unlocking Compiler Optimization for Distributed Training](https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/deepcompile/README.md)
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* [2025/03] [DeepSpeed AutoTP: Automatic Tensor Parallel Training of Hugging Face models](https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/huggingface-tp/README.md)
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<summary>More news</summary>
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<ul>
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<li>[2025/03] <a href="https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/huggingface-tp/README.md">DeepSpeed AutoTP: Automatic Tensor Parallel Training of Hugging Face models</a></li>
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<li>[2024/12] <a href="https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/ulysses-offload/README.md">Ulysses-Offload: Democratizing Long Context LLM Training</a></li>
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<li>[2024/12] <a href="https://github.com/deepspeedai/DeepSpeed/blob/master/blogs/deepspeed-domino/README.md">DeepSpeed-Domino: Communication-Free LLM Training Engine</a></li>
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<li>[2024/08] <a href="https://github.com/deepspeedai/DeepSpeed/tree/master/blogs/windows/08-2024/README.md">DeepSpeed on Windows</a>

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