This is true for human brains too. Not surprisingly you are more likely to cause an accident if you are driving in a new environment, like in a heavy snowfall on an icy road, if California is your only driving experience so far.

In finance they say past performance does not indicate future success, same should apply to AI in both directions. Just because its applications were too narrow in the past predicts nothing about the future.