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  **Nemotron-Terminal** is a family of models specialized for autonomous terminal interaction, fine-tuned from the Qwen3 base (8B, 14B, and 32B). Developed by NVIDIA, these models utilize [Terminal-Corpus](https://huggingface.co/datasets/nvidia/Terminal-Corpus), a large-scale open-source dataset for terminal tasks, to achieve performance that rivals frontier models many times their size.
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- [Image of Terminal-Task-Gen pipeline architecture]
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  ## Model Variants
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  We release the following variants of the Nemotron-Terminal family:
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  ## Usage
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  The models are trained using the **Terminus 2** scaffolding and output a structured JSON format.
 
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  ### Expected Output Format
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  ```json
 
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  **Nemotron-Terminal** is a family of models specialized for autonomous terminal interaction, fine-tuned from the Qwen3 base (8B, 14B, and 32B). Developed by NVIDIA, these models utilize [Terminal-Corpus](https://huggingface.co/datasets/nvidia/Terminal-Corpus), a large-scale open-source dataset for terminal tasks, to achieve performance that rivals frontier models many times their size.
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  ## Model Variants
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  We release the following variants of the Nemotron-Terminal family:
 
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  ## Usage
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  The models are trained using the **Terminus 2** scaffolding and output a structured JSON format.
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+ For evaluation on terminal bench 2.0, we encourage using Terminus 2 scaffolding to maintain consistency with training.
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  ### Expected Output Format
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  ```json