Bring the milk to the boil with the split vanilla bean. Do not boil further. If the bean is not to be used, add the vanilla extract later. Remove the vanilla bean, if used, rinse it off, dry it, and reserve for later uses.
Place the yolks in a saucepan and add the sugar. Beat with a wire whisk until thick and lemon-colored.