I had an AI professor, whose explanation for this phenomenon was that the "low-level skills" are the ones that come "pre-installed" on human brains and as a result no one bothered figuring out explicitly how they worked until computers came along; whereas the "high-level skills" are the ones we've spent the last millennium or more working out explicitly.