More wealth will bring higher demand for high quality, sustainably grown/raised food(and low skill jobs). My Japanese wife refuses to eat American eggs because they taste so terrible.
Mostly a machines job. Agriculture will not go back to employing a lot of people as if would make food too expensive to buy.