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Roger Penrose

“Some AI proponents might argue that in order for an AI system to gain any 'actual' understanding, it would need to be programmed in a way that involves bottom-up procedures in a much more basic way than is usual for chess-playing computers. Accordingly, its 'understandings' would develop gradually by its building up a wealth of 'experience', rather than having specific top-down algorithmic rules built into it. Top-down rules that are simple enough for us to appreciate easily could not, by themselves, provide a computational basis for actual understanding-for we can use our very understandings of these rules to realize their fundamental limitations.”

Roger Penrose, Shadows of the Mind: A Search for the Missing Science of Consciousness
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