To prevent the nuts from sinking, there are two methods. One option is to lightly coat the chopped nuts in flour before folding them into the batter, which helps them stay suspended. Another trick is to sprinkle the nuts on top of the cake after the first 10 minutes of baking, which ensures they remain on the surface and add a nice crunchy topping.