Penguin Solutions' earnings confirm the context-window thesis, with Integrated Memory revenue up 111% year over year. Longer AI context windows inflate the key-value cache that must sit in memory during inference, making inference about 70% memory-bound, and Penguin sits directly in that path. x.com