The trick? Two coils!
When throwing a line, divide the coil into two, holding one in each hand. Throw the first coil with your good hand, with a good swing and a straight arm, and let go of the other straight away so it doesn’t check the progress of the first thrown coil. Make sure you tie off or keep hold of the bitter end.