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MentalHospital is a virtual environment designed to evaluate AI agents and human experts on psychiatric clinical encounters, covering interviewing, examination, diagnosis, and treatment planning. Experiments compare human experts, trainees, and various LLMs on objective and subjective metrics.
This paper introduces LingBot-World 2.0, an advanced world modeling system with unbounded interaction horizons, real-time 720p 60fps video generation, diverse interactive elements (e.g., attacking, spell-casting), and novel multi-agent behavior control via pilot and director agents, along with a shared multi-player interface.
The author explains the motivation behind PEP 832, which aims to standardize virtual environment discovery for tools like VS Code, addressing problems of knowing which environments exist and which tool created them.