Cray had a funny quote on the virtues of fast CPUs over parallelism "If you were plowing a field, which would you rather use? Two strong oxen or 1024 chickens?". Of course history has shown that the "chickens" was the strategy the field went with.
Someone should make that imagery into an educational video.