It is a UI-Focused Agent for Windows OS Interaction designed to fulfill user requests by seamlessly navigating and operating within individual or multiple applications on the Windows operating system.
It is a UI-Focused Agent for Windows OS Interaction designed to fulfill user requests by seamlessly navigating and operating within individual or multiple applications on the Windows operating system. UFO (UI-Focused multi-agent framework) leverages the multi-modal capabilities of GPT-4V(o) to comprehend application user interfaces and execute tasks based on user input. The framework consists of two primary agents, HostAgent and AppAgent, which work together to interpret and fulfill user requests.
UFO requires Python 3.10 or higher and runs on Windows OS 10 or later. Installation is done via a command-line interface, and users must configure their language model (LLM) settings, such as OpenAI or Azure OpenAI, in a configuration file (`ufo/config/config.yaml`). Users can also configure non-visual models (e.g., GPT-4) by setting `VISUAL_MODE: False` and specifying the appropriate API model and deployment ID. Additionally, a backup LLM engine can be configured to handle inference failures.
The framework supports advanced configurations, including custom models and retrieval augmented generation (RAG) for enhancing capabilities with external knowledge. UFO provides a lite version of the prompt for users to experience the system, and execution logs and screenshots are saved for debugging and analysis. Users are encouraged to consult the technical report and documentation for detailed guidance on setup, configuration, and evaluation.
UFO has garnered media attention for its innovative approach to GUI interaction and is part of a broader ecosystem of LLM-based agents. Users must agree to the project’s terms and conditions, including compliance with Microsoft’s trademark guidelines, before use. The project is open-source and available on GitHub, with contributions from a community of developers. For research purposes, users are encouraged to cite the associated technical paper.
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