Why did agriculture start in several hearths at the same time

Because people have always produced food in distinctive ways in different regions.

Different regions will have different climate and land composition that could make humans unable to produce a certain type of crops.

But despite this limitation, humans always managed to adapt and find the type of food crops that are possible to be planted in their region.