You got it the other way around. The only reason they buy bonds to increase the money supply. So if they do buy a bond, they will pay with newly created reser

You got it the other way around. The only reason they buy bonds to increase the money supply. So if they do buy a bond, they will pay with newly created reserves. That's the whole point. And it's impossible to lose money by purchasing an asset that it cost you nothing to buy.