To unlock the potential of generative AI and remain autonomous, we urgently need to invest in a dedicated national computing infrastructure, state Geert-Jan Houben and Cees Snoek. The two professors argue why they think the Dutch computer science community should come together and lobby for a national GPUbased supercomputing facility.