Why is adaptive evolution continuous?

Because the factors that influence the reproductive success of a particular variant include the demographic composition of the rest of the population, ie. its distribution of allelic frequencies. In other Words, it is impossible for a completely static situation to develop. There will always be shifts in allele frequencies, and thus continuing adaptation.