Retrospectively it might sound that the Japanese were partially right in pursuing "high performance" computing with their fifth generation projects [1] but the Alpha Zero results are impressive beyond the computing performance achieved. It was a necessary element but not the only one.

[1] https://mobile.nytimes.com/1992/06/05/business/fifth-generat...