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Paper · arXiv

OS-Helix: Unifying GUI Interaction and Code Execution in Native Computer-Using Agents

Real desktop automation is neither purely visual nor purely programmatic. Agents must understand user-facing interfaces while efficiently manipulating files, scripts, and system state. However, native GUI/code coordination cannot be obtained by prompt-level tool composition. In our preliminary experiments, naively adding a code tool degrades a GUI agent, revealing that GUI/code routing must be internalized through training on high-quality hybrid data. We present OS-Helix, an end-to-end trained multimodal computer-using agent that unifies GUI actions and code execution in one action space. To construct the required supervision, we introduce application-artifact composition, pairing desktop...

AuthorsBowen Yang, Kaiming Jin, Zichen Ding et al.
Primary categorycs.LG
Published15 October 2026
Last updated at source15 October 2026
cs.LGcs.AIcs.CV
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