UFO

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SKU: ufo
UFO is an innovative open-source framework developed by Microsoft that enables seamless interaction with Windows applications through natural language commands. By leveraging advanced visual language models, UFO employs a dual-agent system to observe and analyze graphical user interfaces (GUIs), allowing it to navigate and operate within individual or multiple applications to fulfill user requests. Enhanced by Retrieval Augmented Generation (RAG) from diverse sources, including offline help documents and online search engines, UFO acts as an application 'expert,' automating complex tasks and improving user productivity.
UI-focused agent Windows automation natural language processing open-source Retrieval Augmented Generation
Automating complex tasks on Windows OS through natural language commands.
Enhancing user productivity by simplifying interactions with multiple applications.
Developing AI agents capable of GUI-based operations without human intervention.
Integrating Retrieval Augmented Generation to provide expert-level application assistance.
UFO demonstrates high autonomy through its dual-agent framework (HostAgent/AppAgent) that enables fully automated execution of multi-application workflows without human intervention after initial command. It integrates vision-based UI understanding (GPT-Vision), control interaction modules, and heterogeneous data sources (RAG) to handle complex Windows OS tasks. While showing advanced capabilities in application navigation and API integration, its autonomy is constrained by current implementation limits in handling novel environmental conditions beyond trained scenarios and potential dependencies on predefined application interfaces.
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