Compute capacity = new moat. If you missed GPU accumulation 12 months ago, you're priced out now. Cloud costs spiked, inference margins compressed, and hyperscalers locked up supply. Late entrants face structural disadvantage—either burn cash on spot pricing or accept slower iteration cycles. Capital efficiency in AI now determined by hardware access, not just model quality. Class divide forming: those with compute scale vs. those renting scraps.