Hard to see much of anything here that isn’t filtered, so who knows. Overall, by the size of the military they had at the beginning, I think Russia figured Ukraine was weak, which was a pretty reasonable assumption given how poor and corrupt they are. But Russia didn’t know was that the West was dumping in huge amounts of weapons (something Trump mentioned early on), so they got caught flat-footed. I think their planning will be more conservative in the future, such as 500,000 troops (probably forcing a call-up of reserves), rather than 200,000, for example.
Trump pumped a lot of weapons in there....started modernizing our nuclear warheads too. We must prepare to fight a two theater war.