The upside case does not require software-style economics. It requires sustained AI demand, better mix toward full racks and
liquid cooling, less revenue slippage from customer site delays, and some attached lifecycle revenue. That can justify a modest valuation improvement from today's stressed hardware multiple, but not a premium infrastructure multiple because
dilution, governance, and pricing pressure likely persist.