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docs: update brev links (NVIDIA-NeMo#1751)
update brev links Signed-off-by: Huiying Li <willwin.lee@gmail.com>
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README.md

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- [02/04/2026][**Kimi K2.5 VL**](https://huggingface.co/moonshotai/Kimi-K2.5) is out! Finetune it with [NeMo AutoModel](https://github.com/NVIDIA-NeMo/Automodel/discussions/1161)
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- [01/30/2026][**Kimi VL**](https://huggingface.co/moonshotai/Kimi-VL-A3B-Instruct) We support fine-tuning for `moonshotai/Kimi-VL-A3B-Instruct`. Check out our [recipe](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/vlm_finetune/kimi/kimi2vl_cordv2.yaml).
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- [01/12/2026][**Nemotron Flash**](https://huggingface.co/nvidia/Nemotron-Flash-1B) We support fine-tuning for `nvidia/Nemotron-Flash-1B`. Check out our [recipe](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/llm_finetune/nemotron_flash/nemotron_flash_1b_squad.yaml).
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- [01/12/2026][**Nemotron Parse**](https://huggingface.co/nvidia/NVIDIA-Nemotron-Parse-v1.1) We support fine-tuning `nvidia/NVIDIA-Nemotron-Parse-v1.1` ([recipe](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/vlm_finetune/nemotron/nemotron_parse_v1_1.yaml), [tutorial](https://github.com/NVIDIA-NeMo/Automodel/blob/main/tutorials/nemotron-parse/finetune.ipynb) and [try on Brev](https://brev.nvidia.com/launchable/deploy/now?launchableID=env-3BxDyGV2RLNqyftNxJO5rV5sp8x)).
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- [01/12/2026][**Nemotron Parse**](https://huggingface.co/nvidia/NVIDIA-Nemotron-Parse-v1.1) We support fine-tuning `nvidia/NVIDIA-Nemotron-Parse-v1.1` ([recipe](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/vlm_finetune/nemotron/nemotron_parse_v1_1.yaml), [tutorial](https://github.com/NVIDIA-NeMo/Automodel/blob/main/tutorials/nemotron-parse/finetune.ipynb) and [try on Brev](https://brev.nvidia.com/launchable/deploy/now?launchableID=env-3C6LDKU2DfOvpVTFhjw3YQ4djPM)).
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- [01/07/2026][**Devstral-Small**](https://huggingface.co/mistralai/Devstral-Small-2512) We support fine-tuning for `mistralai/Devstral-Small-2512`. Check out our [recipe](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/llm_finetune/devstral/devstral2_small_2512_squad.yaml).
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- [12/18/2025][**FunctionGemma**](https://huggingface.co/google/functiongemma-270m-it) is out! Finetune it with [NeMo AutoModel](https://github.com/NVIDIA-NeMo/Automodel/blob/main/docs/guides/llm/toolcalling.md)!
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- [12/15/2025][**NVIDIA-Nemotron-3-Nano-30B-A3B**](https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-FP8) is out! Finetune it with [NeMo AutoModel](https://github.com/NVIDIA-NeMo/Automodel/discussions/976)!

docs/model-coverage/latest-models.md

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| 2026-02-04 | Kimi-K2.5 VL | [`moonshotai/Kimi-K2.5`](https://huggingface.co/moonshotai/Kimi-K2.5) | VLM | [kimi25vl_medpix.yaml](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/vlm_finetune/kimi/kimi25vl_medpix.yaml) | 🚧 |
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| 2026-01-30 | Kimi-VL | [`moonshotai/Kimi-VL-A3B-Instruct`](https://huggingface.co/moonshotai/Kimi-VL-A3B-Instruct) | VLM | [kimi2vl_cordv2.yaml](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/vlm_finetune/kimi/kimi2vl_cordv2.yaml) | 🚧 |
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| 2026-01-12 | Nemotron Flash 1B | [`nvidia/Nemotron-Flash-1B`](https://huggingface.co/nvidia/Nemotron-Flash-1B) | LLM | [nemotron_flash_1b_squad.yaml](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/llm_finetune/nemotron_flash/nemotron_flash_1b_squad.yaml) | 🚧 |
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| 2026-01-12 | Nemotron Parse v1.1 | [`nvidia/NVIDIA-Nemotron-Parse-v1.1`](https://huggingface.co/nvidia/NVIDIA-Nemotron-Parse-v1.1) | VLM | [nemotron_parse_v1_1.yaml](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/vlm_finetune/nemotron/nemotron_parse_v1_1.yaml) | <a href="https://brev.nvidia.com/launchable/deploy/now?launchableID=env-3BxDyGV2RLNqyftNxJO5rV5sp8x"><img src="https://brev-assets.s3.us-west-1.amazonaws.com/nv-lb-dark.svg" alt="Launch on Brev" height="23"></a> |
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| 2026-01-12 | Nemotron Parse v1.1 | [`nvidia/NVIDIA-Nemotron-Parse-v1.1`](https://huggingface.co/nvidia/NVIDIA-Nemotron-Parse-v1.1) | VLM | [nemotron_parse_v1_1.yaml](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/vlm_finetune/nemotron/nemotron_parse_v1_1.yaml) | <a href="https://brev.nvidia.com/launchable/deploy/now?launchableID=env-3C6LDKU2DfOvpVTFhjw3YQ4djPM"><img src="https://brev-assets.s3.us-west-1.amazonaws.com/nv-lb-dark.svg" alt="Launch on Brev" height="23"></a> |
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| 2026-01-07 | Devstral-Small-2512 | [`mistralai/Devstral-Small-2512`](https://huggingface.co/mistralai/Devstral-Small-2512) | LLM | [devstral2_small_2512_squad.yaml](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/llm_finetune/devstral/devstral2_small_2512_squad.yaml) | 🚧 |
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| 2025-12-15 | Nemotron-3-Nano-30B-A3B | [`nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-FP8`](https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-FP8) | LLM | [nemotron_nano_v3_hellaswag.yaml](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/llm_finetune/nemotron/nemotron_nano_v3_hellaswag.yaml) | 🚧 |
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| 2025-12-05 | Ministral 3 (3B / 8B / 14B) | [`mistralai/Ministral-8B-Instruct-2410`](https://huggingface.co/mistralai/Ministral-8B-Instruct-2410) | VLM | [ministral3_8b_medpix.yaml](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/vlm_finetune/mistral/ministral3_8b_medpix.yaml) | 🚧 |

docs/model-coverage/vlm/nvidia/nemotron-parse.md

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| Recipe | Dataset | Description | Try on Brev |
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| {download}`nemotron_parse_v1_1.yaml <../../../../examples/vlm_finetune/nemotron/nemotron_parse_v1_1.yaml>` | cord-v2 | SFT — Nemotron-Parse on CORD-v2 | [![Launch on Brev](https://brev-assets.s3.us-west-1.amazonaws.com/nv-lb-dark.svg)](https://brev.nvidia.com/launchable/deploy/now?launchableID=env-3BxDyGV2RLNqyftNxJO5rV5sp8x) |
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| {download}`nemotron_parse_v1_1.yaml <../../../../examples/vlm_finetune/nemotron/nemotron_parse_v1_1.yaml>` | cord-v2 | SFT — Nemotron-Parse on CORD-v2 | [![Launch on Brev](https://brev-assets.s3.us-west-1.amazonaws.com/nv-lb-dark.svg)](https://brev.nvidia.com/launchable/deploy/now?launchableID=env-3C6LDKU2DfOvpVTFhjw3YQ4djPM) |
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## Try with NeMo AutoModel
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Launch the end-to-end Nemotron Parse fine-tuning tutorial on Brev with a single click:
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[![Launch on Brev](https://brev-assets.s3.us-west-1.amazonaws.com/nv-lb-dark.svg)](https://brev.nvidia.com/launchable/deploy/now?launchableID=env-3BxDyGV2RLNqyftNxJO5rV5sp8x)
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[![Launch on Brev](https://brev-assets.s3.us-west-1.amazonaws.com/nv-lb-dark.svg)](https://brev.nvidia.com/launchable/deploy/now?launchableID=env-3C6LDKU2DfOvpVTFhjw3YQ4djPM)
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See also the [tutorial notebook](https://github.com/NVIDIA-NeMo/Automodel/blob/main/tutorials/nemotron-parse/finetune.ipynb) and the [VLM Fine-Tuning Guide](../../../guides/omni/gemma3-3n.md).
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