---
license: apache-2.0
pipeline_tag: text-generation
library_name: transformers
base_model:
- Qwen/Qwen3-8B
datasets:
- OrionLLM/OpenAgentInstruct
tags:
- text-generation
- transformers
- agent
- reasoning
- terminal
- swe-bench
---

# Terminus

<p align="center">
  <img src="https://cdn-uploads.huggingface.co/production/uploads/685ea8ff7b4139b6845ce395/D4QCM7vyCABESCWuElEU_.png" alt="Terminus Tumb" width="700"/>
</p>


**Terminus** is a model trained for terminal agentic tasks such as **Terminal-Bench 2.0** and **SWE-Bench**, nd also be efficient for use and localization with environments such as Codex and OpenCode.
It was trained on the dataset:

- [`OrionLLM/OpenAgentInstruct`](https://huggingface.co/datasets/OrionLLM/OpenAgentInstruct)

Terminus was designed to improve performance in terminal-based reasoning workflows, software engineering, and tool usage over other models.

---

## Benchmarks

| Model | Harness | Terminal-Bench 2.0 | SWE-Bench Verified |
| --- | --- | ---: | ---: |
| [Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B) | Terminus-2 | 0.0 | 0.7 |
| **[Terminus-Qwen3-8b](https://huggingface.co/OrionLLM/Terminus-Qwen3-8b/)** | Terminus-2 | **4.9** | **15.7** |
| [Qwen3-32B](https://huggingface.co/Qwen/Qwen3-32B) | Terminus-2 | 1.9 | 5.7 |
| [Qwen/Qwen3-Coder-30B-A3B-Instruct](https://huggingface.co/Qwen/Qwen3-Coder-30B-A3B-Instruct) | OpenHands | 10.1 | 49.2 |

---

OpenAgent is an open-source effort focused on building stronger agentic models through better datasets, practical training, and real benchmark evaluation.