Spoilers: Stage 1 does speed up Stage 2.
Also, there are Radiative upgrades that speed up Stage 1, but I was considering adding something like: Stage 1 gets a multiplier based on number of times "Total Biscuit" is purchased (which is the top Extra-normal upgrade)