How self-supplying custom silicon turns AWS capex into a margin advantage AI workload demand Capacity decision buy or build Buy Nvidia GPUs Supplier margin retained Margin advantage not captured Self-supply custom silicon Trainium Graviton Nitro Remove supplier margin Lower inference cost Operating-margin advantage Monetizes vs committed demand returns accrue over years of deployment