I would imagine going from a 10-node to 100-node system is more overall complicated than going from 32 to 64. Sure the instructions change, but that should basically be all abstracted away by the toolchain. However job management, allocation, data logistics, queues, cache invalidation, bottlenecks, etc, are all key issues that compound non-linearly with scale.