Why do some inmates go to state and other to go federal prisons?

It depends on the crime committed. For example, Money laundering is a federal crime - it could either end in him serving a short term sentence at his state and then transferring to a federal prison once that sentence is over or just his whole sentencing in the federal prison!

Good luck, rockstar! I hope all is well, and you pass!