KnowAct-GUIClaw: Know Deeply, Act Perfectly, Personal GUI Assistant with Self-Evolving Memory and Skill
KnowAct-GUIClaw adds memory and a self-evolving skill layer to improve cross-platform GUI agents.
The paper proposes a Know-Route-Act-Reflect framework aimed at OpenClaw’s limits in GUI manipulation, cross-platform support, and recursive improvement. It says the system stores user profiles, feedback, interaction history, and execution experience to improve task decomposition and tool calls. Experiments cover Android, iOS, HarmonyOS, and Windows, with GUIClaw using open-source Kimi-2.6 models reporting 64.1% on the long-horizon MobileWorld benchmark. The authors also report an 8.5% improvement from transferable memory and execution skills with Kimi-2.6. HF Daily Papers' note
The paper proposes a Know-Route-Act-Reflect framework aimed at OpenClaw’s limits in GUI manipulation, cross-platform support, and recursive improvement. It says the system stores user profiles, feedback, interaction history, and execution experience to improve task decomposition and tool calls. Experiments cover Android, iOS, HarmonyOS, and Windows, with GUIClaw using open-source Kimi-2.6 models reporting 64.1% on the long-horizon MobileWorld benchmark. The authors also report an 8.5% improvement from transferable memory and execution skills with Kimi-2.6. HF Daily Papers' note
score 4