The bias isn't in the machine, it's in the world. So you have to fix it in the world, not in the machine. The machine is just a mirror. If you don't like what you see, it's not because the mirror is broken.
You're saying that the generative AI will produce as many people from another culture as there are those people in the world? That the training set is 60% asian people?