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In each of these waves, old skills became obsolescent—still useful but no longer essential—and new ones became the key to success.

When there’s a breakthrough that puts advanced computing power into the hands of a far larger group of people, yes, ordinary people can do things that were once the domain of highly trained specialists. But that same breakthrough also enables new kinds of services and demand for those services. It creates new sources of deep magic that only a few understand.

In short, there is a whole world of new software to be invented, and it won’t be invented by AI alone but by human programmers using AI as a superpower.