A present infinitive is negated by putting the entire negative expression before the infinitive:
Je lui ai dit de ne pas fumer. (I told him not to smoke.)
Il a décidé de ne rien manger. (He decided not to eat anything.)
Ne pas marcher sur le gazon. (Don't walk on the grass.)