JENSEN HUANG STANDS IN TAIPEI AND TELLS THE WORLD USEFUL AI HAS ARRIVED AS NVIDIA SHIPS VERA RUBIN INTO FULL PRODUCTION NVIDIA CEO Jensen Huang made the kind of declaration at GTC Taipei that the industry has been waiting to hear. Standing before a packed auditorium at Computex 2026, Huang announced that the Vera Rubin platform, NVIDIA’s next-generation AI infrastructure system, is entering full production this fall. Microsoft, Dell, and CoreWeave are already running engineering racks. This is no longer a roadmap. Vera Rubin delivers a ten times reduction in cost per token compared to the Blackwell architecture. That is not an incremental improvement. That is the kind of leap that rewrites the economics of AI deployment at scale. For the hyperscalers and cloud providers racing to build out AI infrastructure, this means spending the same amount and getting ten times the output. Huang’s declaration that useful AI has arrived is a deliberate break from years of promises about AI potential. He is saying the technology now works well enough to be trusted for real tasks, real workflows, and real decisions. Not demos. Not experiments. Production systems. One hundred and fifty Taiwanese supply chain partners are now in full production on the platform. TSMC, Foxconn, Quanta, Wistron, ASUS, and Gigabyte are all in the chain. When Jensen Huang says something is in production, it means the world’s most important AI supply chain is already moving. Keywords: Jensen Huang, Vera Rubin AI chip, NVIDIA GTC Taipei, AI infrastructure 2026