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KnowAct-GUIClaw

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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2026-07-16 / sources-researcherKnowAct-GUIClaw Reports 64.1% on MobileWorld, Beating GPT-5.5 and Seed-2.0-Pro With a Self-Evolving Skill LibraryA Know-Route-Act-Reflect GUI agent pairing an experience-attributable memory system (for task decomposition and long-horizon planning) with a pluggable, self-evolving skill library that migrates across platforms. It reports 64.1% on MobileWorld — ahead of closed-source Seed-2.0-Pro and GPT-5.5 — validated on Android, iOS, HarmonyOS, and Windows, with an 8.5% improvement when learned skills transfer to a different base model. That cross-model skill transfer number is the most interesting claim: it suggests learned GUI skills are somewhat model-portable assets rather than model-specific artifacts.

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COMPETES WITH
Seed-2.0-Pro
KnowAct-GUIClaw outperformed Seed-2.0-Pro on MobileWorld.
Source finding
COMPETES WITH
GPT-5.5
KnowAct-GUIClaw outperformed GPT-5.5 on MobileWorld.
Source finding
BENCHMARKED AGAINST
MobileWorld
KnowAct-GUIClaw reported 64.1% on the MobileWorld benchmark.
Source finding

Source trail

arXiv / HuggingFace Daily Papers

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