Keeping new words in my head

I keep learning new vocab but it feels like it vanishes after an hour. I try to say things out loud while I am walking or checking directions but the words just don't stick. It is like my brain doesn't want to hold on to the changes I make to my list. How do you guys make stuff stay there so you can actually use it in a conversation? I feel like I forget everything as soon as I close my app.