> more like incremental belief building than "thinking ahead of time"

concretely, what's the difference here?

(I suppose you could define "thinking ahead of time" as explicitly using something like "thinking tokens" which might be roughly analogous to system1/system2 thinking, but note that we still call system 1 thinking "thinking")