NVIDIA and AMD sit at the leading edge of AI's Jevons paradox: cheaper, more capable intelligence drives far greater demand for the compute beneath it. OpenAI's internal Astra model produced ten new results on problems stalled for at least a decade, with solution tokens costing about $2,000 by OpenAI's estimate, turning expert research into scalable computation. NVIDIA's planned 10GW OpenAI deployment and AMD's 6GW Meta partnership are both tied to building superintelligence. x.comÂ


