Consumer-GPU Frontier Parity

When open-weight models match last year’s frontier performance on a single gaming GPU within nine months, compute barriers collapse and capability diffuses rapidly outside hyperscalers. — Undercuts compute-based control regimes and export-control assumptions, raising stakes for open-weight policy, safety standards, and law-enforcement preparedness as advanced AI becomes broadly deployable.