A solid state laser amplifier architecture in which multiple zig-zag slab laser amplifiers are stacked together, side-pumped using a common pump source, and cooled with a common cooling system. The method includes obtaining a classifier training data set. The seal element is made of a heat insulative material and is arranged between the case and the hot plate.