AI RESEARCH
Learn from Weaknesses: Automated Domain Specialization for Small Computer-Use Agents
arXiv CS.AI
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ArXi:2605.28775v1 Announce Type: cross Computer-use agents (CUAs) have recently made substantial progress, but deploying a separate large expert for each software domain remains expensive. Small open computer-use agents are practical specialization targets, but they remain substantially weaker and exhibit uneven domain-specific failures. A straightforward remedy is to synthesize large-scale