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Andreas founded Ought, a non-profit research lab that designs and tests mechanisms for using machine learning to support thinking and reflection. Before Ought, Andreas was a postdoctoral researcher in Noah Goodman's Computational Cognitive Science lab at Stanford. He co-created WebPPL, a programming language for probabilistic machine learning. He holds a Ph.D. in Cognitive Science from MIT, where he worked in Josh Tenenbaum's group.