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cross-platform agents 1gui automation 1personal assistant 1self-evolving memory 1task decomposition 1

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cs.CL2026

KnowAct-GUIClaw: Know Deeply, Act Perfectly, Personal GUI Assistant with Self-Evolving Memory and Skill

Yunxin Li, Jinchao Li, Shibo Su +7

The paper introduces KnowAct-GUIClaw, an agent framework that combines accumulated user interaction knowledge with a self‑evolving memory and skill library to improve cross‑platfor…