Baking soda makes the water alkaline, which breaks down the pectin, a substance that keeps the cell walls of the potatoes intact. The result here is that the surface of the potatoes becomes rough, rich in starch and almost floury, which will help the oil cling to the surface. This produces potatoes that are super crispy on the outside and super soft on the inside.
Feel free to add herbs or spices of your choice.