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Cats, small children, and most adults are curious. They ask questions about what they see, wonder about what they hear, and object to what they are told This curiosity is not so wondrous when we realize that once a system makes predictions, these predictions might fail, and the system should wonder why. The ability to wonder why, to generate a good question about what is going on, and the ability to invent an answer, to explain what has gone on to oneself, is at the heart of intelligence. We would accept no human who failed to wonder or explain as very intelligent. In the end, we will have to judge AI programs by the same criteria.