A critical six-month window now determines the survival of open-weight models. Nathan Lambert argues that current development cycles must prove their utility before proprietary systems widen the gap. This pressure forces researchers to optimize efficiency over raw scale. Failure to deliver tangible breakthroughs will marginalize open research in favor of closed ecosystems.