It's completely normal to do a throwaway prototype when exploring a new space. There's not many alternatives to that. But when you do have a fairly good unders

It's completely normal to do a throwaway prototype when exploring a new space. There's not many alternatives to that. But when you do have a fairly good understanding of what's going on (and you're unlikely to make major incorrect assumptions), TDD is a big help in designing APIs.