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OpenResearcher presents a reproducible pipeline for training deep research agents using offline search environments and synthesized trajectories, achieving significant accuracy improvements on benchmark tasks like BrowseComp-Plus.
OpenAI Universe is a software platform that enables RL agents to interact with any existing computer program through a VNC-based interface, supporting parallel environment execution at 60 FPS with human demonstrations and automated reward extraction.