> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/nemo/automodel/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/automodel/_mcp/server.

# Announcements

See also the [Model Coverage Release Log](/model-coverage/overview#release-log) for newly supported models across releases.

* [Accelerating Large-Scale Mixture-of-Experts Training in PyTorch with NeMo Automodel](https://github.com/NVIDIA-NeMo/Automodel/discussions/777)
* [Challenges in Enabling PyTorch Native Pipeline Parallelism for Hugging Face Transformer Models](https://github.com/NVIDIA-NeMo/Automodel/discussions/589)
* [Google Gemma 3n: Efficient Multimodal Fine-tuning Made Simple](https://github.com/NVIDIA-NeMo/Automodel/discussions/494)
* [Fine-tune Hugging Face Models Instantly with Day-0 Support with NVIDIA NeMo AutoModel](https://github.com/NVIDIA-NeMo/Automodel/discussions/477)