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In AI, we usually think of perception as a bottom-up process: you feed an image of an apple into a CNN, the early layers detect edges and colors, and the final layer outputs an “embedding”—a dense vector representing the abstract concept of “apple-ness.”

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Climbers and mountaineers have always had to make difficult decisions during expeditions about how to stay safe, which routes to take and whether to turn back. They might not know whether they'll get exhausted, if the weather will get worse, or how big the risk of a serious accident is.

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