Centeral processing or distributed computing

Centeral processing is stabalized and good for smaller programs and less computing. Instead of having more complex and faster CPUs isn't is good to spend the precious time on distributed computing. Here in this idea centeral processor exist and just route the data and control other processor. What you think!