Yes you want to smoke while the peppers are still fresh. You also want to watch your temperature as you can also end up cooking your peppers. Once you've smoked your peppers for your preferred length of time, finish them off in your dehydrator, food dryer, or simply put them on a rack in front of a fan in a reasonably warm area. I use the kitchen counter.
I store my dried goods in jars mostly.