A critical six-month window now determines if open-weights models can keep pace with closed systems. Nathan Lambert argues that the gap between proprietary and open research is widening. This trend threatens the long-term utility of open-source development. Practitioners must decide if community-driven models can still compete or if they will become mere echoes.