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Click Less, Do More: Why API-GUI + RL Could Finally Make Desktop Agents Useful

TL;DR for operators ComputerRL is not interesting because a 9B model learned to click slightly better. That would be charming, in the way a robot vacuum wedged under a sofa is charming. The paper matters because it attacks the three actual bottlenecks in desktop automation: the wrong interface, the wrong training scale, and the wrong assumption that long RL runs keep exploring by magic.1 ...

August 20, 2025 · 16 min · Zelina
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From GUI Novice to Digital Native: How SEAgent Teaches Itself Software Autonomously

TL;DR for operators Software automation usually breaks at the interface between “the process is known” and “the application has changed again.” A button moves. A settings panel is renamed. A vendor ships a redesign with the emotional restraint of a toddler near glitter. The usual answer is more labelled demonstrations, more brittle scripts, or more human babysitting. ...

August 7, 2025 · 16 min · Zelina