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docs: Update Latest News in README.md #3790

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Expand Up @@ -49,6 +49,8 @@ For NGC container setup and all installation options, see the **[Installation Gu

# Latest News

- **[2026/03]** **[Scalable Training of Mixture-of-Experts Models with Megatron Core](https://arxiv.org/abs/2603.07685)** - Technical report on scaling MoE training with integrated optimizations for memory, communication, and computation.
- **[2026/03]** **[Implementing Falcon-H1 Hybrid Architecture in Megatron Core](https://developer.nvidia.com/blog/implementing-falcon-h1-hybrid-architecture-in-nvidia-megatron-core/)** - Technology Innovation Institute (TII) contributes Falcon-H1 hybrid transformer-Mamba architecture and BitNet ternary quantization support to Megatron Core.
- **[2026/01]** **[Dynamic Context Parallelism](https://developer.nvidia.com/blog/speeding-up-variable-length-training-with-dynamic-context-parallelism-and-nvidia-megatron-core/)** - Up to 1.48x speedup for variable-length sequence training with adaptive CP sizing.
- **[2025/12]** **Megatron Core development has moved to GitHub!** All development and CI now happens in the open. We welcome community contributions.
- **[2025/10]** **[Megatron Dev Branch](https://github.com/NVIDIA/Megatron-LM/tree/dev)** - early access branch with experimental features.
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