Jul 9, 2026 · Artificial Intelligence

Annotation-Free GUI Agent Data Flywheel: MobileForge’s Self-Exploring, Self-Feedback Loop

MobileForge introduces an annotation‑free pipeline for adapting mobile GUI agents, combining MobileGym’s exploration‑to‑task generation with HiFPO’s hierarchical feedback‑guided policy optimization, achieving up to 77.6% Pass@3 on AndroidWorld and notable cross‑domain gains without any human‑written tasks or demonstrations.

GUI AgentGUI-OwlHierarchical Feedback

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Annotation-Free GUI Agent Data Flywheel: MobileForge’s Self-Exploring, Self-Feedback Loop

Xiaolong Cloud Tech Team

Oct 21, 2025 · Artificial Intelligence

Mobile-Agent-v3 and GUI-Owl: Open‑Source Breakthrough in GUI Automation

Mobile-Agent-v3 introduces the GUI-Owl multimodal agent, a self‑evolving framework that unifies perception, grounding, reasoning, planning and action execution, scales across Android, Ubuntu, macOS and Windows, leverages a novel TRPO reinforcement‑learning loop, and achieves state‑of‑the‑art results on AndroidWorld (73.3% success) and OSWorld (37.7% success) while surpassing proprietary models such as GPT‑4o with its 32B variant.

GUI automationGUI-OwlMobile-Agent-v3

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Mobile-Agent-v3 and GUI-Owl: Open‑Source Breakthrough in GUI Automation