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PhysMind achieves a remarkable 38.23-point accuracy boost in physical reasoning tasks by transforming videos into executable worlds without the need for training.
As AI agents scale and interact, the Foundation Protocol offers a coordination layer that prioritizes accountability and governance, ensuring that the future of human-AI collaboration remains open and governable.
LLM agents can learn to elicit crucial information from users by rewarding interaction turns that most reduce uncertainty about the optimal action, leading to better task performance.
