David Roche argues that US AI investment, now over $3.1 trillion and rising, may be too big to fail without first failing. With China matching ~90% of US model performance at a fraction of the cost, and hundreds of billions in debt and off-balance-sheet commitments propping up hyperscalers, he lays out why the path to AI's payoff could run through a financial crisis first.