They are different beasts for different tasks. Basically, GPUs are optimized for calculating small stuff in parallel (polygons). CPUs calculate big stuff serially, until the advent of multi-core obviously, but GPUs have much more parallel pipelines.

Impossibility to do so, due to dire architectural differences.

It's like asking why you can't wash dishes in a washing machine intended for clothes.