How do you guys keep new words in your head?

I feel like I learn a new word but then it just disappears the next day. I try to say them out loud when I see things on my walk to work, like pointing at trees or yellow cars but maybe that's not enough. How do you make new vocabulary stick so you can actually use it when speaking? I need some easy habits that actually work because my memory is pretty bad.