When I'm prototyping I tend to go inside out in a layered fashion - some days I am really feeling the data layer - other days I like to work closer to the fringes. To this end type hinting serves as a quick and dirty code contract before all my pieces are in place. I can splat out a bunch of low level definitions that I know I'm going to need and then come back the next day to add in struts - remembering my choices easily as I go.

I know this isn't the approach of choice for most folks but hey - I'm working with ADHD so I've got to make some allowances for some neurodiversity.