Well, intelligence evolved over millions of years without design (assuming you are not religious).

This all happened without anyone even looking for a way to create intelligence.

The biggest step in AI was the invention of the artificial neural network. However, it is still a copy of nature's work, and in fact you could argue that even the inventor is nature's work. So there's a big argument in favor of "it arrived".