Why should it go down? If there were a fixed or slowly growing monetary base (i.e. slower than productivity), the dollar would appreciate and this would be a good thing as we would all benefit from the gains of productivity and living in a prosperous society.
I never bought the idea that we need to inflate our monetary base and have inflation. It seems too convenient as the government uses it as a backdoor form of taxation. And every few decades it gets out of control. The argument pro moderate inflation never rang true to me. The biggest one is "people wouldn't spend money if they knew everything will get cheaper", which is on its face wrong because the hottest selling goods in this economy are quickly depreciating. This year's iPhone or car model depreciates very quickly but somehow people keep buying it and the world doesn't fall apart.