Points & Victory. The player who finishes the game with the fewest points overall wins. The game consists of multiple rounds. Observingci slots the cards that other players are discarding & picking up is one of the most important tactics in New Gold Rummy. When deciding which cards to keep and which to discard, this can provide you with important information about the sets and runs they are attempting to form.