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The paper introduces Agent S4, an autonomous system that evolves computer-use interfaces from task experience, achieving state-of-the-art open-source performance on OSWorld V2 (21.3%) and outperforming GPT-5.5 and Claude Opus 4.8 at a fraction of the cost.