Agriculture, or Food Industry is a resource. It is produced by Farms on special maps with the Fertile lands resource. Very differently implemented than in SC4, farms and food finally have a purpose and a clear place in the economy. They are the only industry that requires a specific map, though - they need fertile land areas, so look for them when choosing a map for your city.