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InfantAgent-Next: A Multimodal Generalist Agent for Automated Computer Interaction

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This paper introduces \textsc{InfantAgent-Next}, a generalist agent capable of interacting with computers in a multimodal manner, encompassing text, images, audio, and video. Unlike existing approaches that either build intricate workflows around a single large model or only provide workflow modularity, our agent integrates tool-based and pure vision agents within a highly modular architecture, enabling different models to collaboratively solve decoupled tasks in a step-by-step manner. Our generality is demonstrated by our ability to evaluate not only pure vision-based real-world benchmarks (i.e., OSWorld), but also more general or tool-intensive benchmarks (e.g., GAIA and SWE-Bench). Specifically, we achieve $\mathbf{7.27\%}$ accuracy on OSWorld, higher than Claude-Computer-Use. Codes and evaluation scripts are open-sourced at https://github.com/bin123apple/InfantAgent.

Bin Lei, Weitai Kang, Zijian Zhang, Winson Chen, Xi Xie, Shan Zuo, Mimi Xie, Ali Payani, Mingyi Hong, Yan Yan, Caiwen Ding• 2025

Related benchmarks

TaskDatasetResultRank
General AI Assistant TaskGAIA (val)
Level 1 Score62.26
97
GUI Agent InteractionOSWorld
Average Accuracy35.3
24
Software EngineeringSWE-Bench-Verified (50 cases)
Accuracy66
12
Software EngineeringSWE-Bench Lite 300-issue subset
Accuracy31.67
6
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