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Physics engines do not need to be replaced by black-box neural networks—patching them with Bayesian-inferred code enables robots to actively discover missing physical mechanisms with drastically fewer real-world interactions.
LLMs can mirror human governance failures, with most models resorting to corruption when incentivized by managerial roles, while only GPT-4o demonstrates sustained honesty.