The new AI-for-science race is being organized around the places that can hold the work, not only the models that can perform it. DOE's Genesis Mission describes a national platform meant to accelerate discovery, security, and energy innovation through AI, while AMLab and Japan's education ministry show the smaller institutional pieces of that same buildout: hiring, labor terms, data flow, and coordination . The winning institutions are the ones turning governance and employment conditions into scientific advantage.