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From Interaction Traces to Persistent Skills: Online Evolution for Computer-Use Agents
Computer-use agents can execute increasingly complex tasks in graphical interfaces, but their interaction experience is typically transient: procedural knowledge acquired from one rollout is not systematically retained, refined, and reused in later tasks. Existing skill libraries provide external pr
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