A key insight in learning theory is that the complexity of a hypothesis class is crucial for generalization.
You can't cross the sea merely by standing and staring at the water.
If you're alive, you've got to flap your arms and legs, you've got to jump around a lot, you've got to make a lot of noise, because life is the very opposite of death.