OpenAI and AMD have announced a significant partnership, potentially involving OpenAI taking a 10% stake in the chipmaker. This news caused AMD's stock to surge over 30% on Monday. Under the agreement, OpenAI will utilize 6 gigawatts of AMD's Instinct graphics processing units over several years. The deployment will start with a 1-gigawatt rollout in the latter half of 2026. This collaboration addresses a current major constraint in the tech industry: the availability of compute power for AI. The article likens this situation to past hardware limitations, such as bandwidth during the dot-com boom. It suggests that current AI compute limitations will seem primitive in a few years. This kind of hardware-constrained breakthrough only happens approximately once a decade. The deal signifies a substantial commitment from OpenAI to AMD's hardware capabilities. The partnership is poised to shape the future of AI development.