KnowAct-GUIClaw: Personal GUI Assistant with Self-Evolving Memory and Skill

Jul 15, 2026

KnowAct-GUIClaw is a new framework for GUI automation that addresses limitations in cross-platform support and self-evolution found in previous systems like OpenClaw. The framework introduces a Know-Route-Act-Reflect paradigm, enabling the agent to accumulate user interaction experience and improve execution accuracy over time. In experiments, KnowAct-GUIClaw using the open-source Kimi-2.6 model achieved 64.1% on the MobileWorld benchmark, outperforming both open and closed-source alternatives such as Seed-2.0-Pro and GPT-5.5.

Why it matters: This work represents a notable advance in personal GUI assistants by enabling self-evolving memory and skill transferability across platforms and models, potentially improving automation efficiency and adaptability.

Full story at: arXiv Computation and Language ↗