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

# Meta Models

> Browse NeMo AutoModel coverage for models published under the meta-models Hugging Face organization.

* [`Muse-Glimmer-30B`](/model-coverage/vision-language-models/meta-models/Muse-Glimmer-30B)
* [`Muse-Spark-open-816B-A42B`](/model-coverage/vision-language-models/meta-models/Muse-Spark-open-816B-A42B)

> Browse NeMo AutoModel coverage for models published under the meta-models Hugging Face organization.

## Docs

- [Muse-Glimmer-30B](https://docs.nvidia.com/nemo/automodel/nightly/model-coverage/vision-language-models/meta-models/Muse-Glimmer-30B.md): Use Muse-Glimmer-30B with NeMo AutoModel for vision-language fine-tuning, with documented checkpoints, runnable recipes, setup guidance, and model reference details.
- [Muse-Spark-open-816B-A42B](https://docs.nvidia.com/nemo/automodel/nightly/model-coverage/vision-language-models/meta-models/Muse-Spark-open-816B-A42B.md): Fine-tune meta-models/Muse-Spark-open-816B-A42B with NeMo AutoModel using MedPix vision-language recipes and packed Tulu 3 context parallelism.