Update README - Latest News (#718)

Update README.rst - Latest News Added an entry to Latest News section Signed-off-by: Santosh Bhavani <[email protected]>
NVIDIA · Mar 13, 2024 · 2d0ab27 · 2d0ab27
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@@ -13,7 +13,7 @@ Transformer Engine
 Latest News
 ==================
 
-
+* [03/2024] `FP8 Training Support in SageMaker Model Parallelism Library <https://docs.aws.amazon.com/sagemaker/latest/dg/model-parallel-release-notes.html>`_
 * [12/2023] `New NVIDIA NeMo Framework Features and NVIDIA H200 <https://developer.nvidia.com/blog/new-nvidia-nemo-framework-features-and-nvidia-h200-supercharge-llm-training-performance-and-versatility/>`_
 
 .. image:: docs/examples/H200-NeMo-performance.png
@@ -226,7 +226,7 @@ Transformer Engine has been integrated with popular LLM frameworks such as:
 * `NVIDIA JAX Toolbox <https://github.com/NVIDIA/JAX-Toolbox>`_
 * `NVIDIA Megatron-LM <https://github.com/NVIDIA/Megatron-LM>`_
 * `NVIDIA NeMo Framework <https://github.com/NVIDIA/NeMo-Megatron-Launcher>`_
-* `Amazon SageMaker Model Parallel Library <https://docs.aws.amazon.com/sagemaker/latest/dg/model-parallel-core-features-v2-tensor-parallelism.html>`
+* `Amazon SageMaker Model Parallel Library <https://docs.aws.amazon.com/sagemaker/latest/dg/model-parallel-core-features-v2-tensor-parallelism.html>`_
 * `Colossal-AI <https://github.com/hpcaitech/ColossalAI>`_ - Coming soon!
 * `PeriFlow <https://github.com/friendliai/periflow-python-sdk>`_ - Coming soon!
 * `GPT-NeoX <https://github.com/EleutherAI/gpt-neox>`_ - Coming soon!