Limited Generalization

Follow-up work shows the models are more legible than the prior consensus allowed, but only for specific circuits, benchmarks, or training regimes. The AI safety debate shifts, but near-term product roadmaps and regulation change only modestly.

Each figure is the modeled move of the S&P 500 if the outcome occurs. For information only. Not investment advice.