A semiconductor device includes a substrate, semiconductor dies on the substrate, molding compound and reinforcing blocks on the substrate. The reinforcing blocks may be provided at positions on the substrate where mechanical stresses develop in the device during singulation, such as at curves and/or discontinuous points around the outline of the substrate, to add strength to the substrate.