Coding agents will likely make models superhuman distributed GPU engineers within a few years. Nathan Lambert argues this engineering acceleration simplifies experimentation without fundamentally changing model nature. While Ilya Sutskever previously claimed AI entered the research era, the actual gain is operational efficiency.