KnowAct-GUIClaw is an open-source personal GUI assistant framework that uses a Know–Route–Act–Reflect loop with self-evolving memory and skill to achieve state-of-the-art performance on mobile and desktop automation across Android, iOS, HarmonyOS, and desktop platforms.
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MIT
2026-07-27
It achieves a state-of-the-art 64.1% success rate on the long-horizon MobileWorld benchmark, outperforming both open and closed agents like GPT-5.5 and Seed-2.0-Pro, and generalizes to multiple base models with significant improvements (+8.5% on Kimi-2.6, +16.2% on Qwen3.5-35B-A3B).
Recursive Self-Improvement GUI Assistant
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