Counter lungs are in most cases made of flexible materials. In some special cases the designer chooses for a more rigid material.  Counterweights were used to compensate the hydrostatic pressure difference. This technique was patented way before Halcyon patented big Hall! AGA's patent US 2,896,616

pictures thanks to Ǻke Larsson