The battle is the ultimate laboratory of innovation because you have to innovate or you're dead, and therefore innovation is happening in both Ukrainian and Russian forces really quickly, suggesting that the Russians have taken elements of their old industry and are out-matching Ukraine with 6-to-1 advantage in artillery while also developing autonomous drone warfare capabilities.