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YouTube15 Oct 2026

Jensen Huang | Does AI Revenue Justify Capex, '27 AI Bottlenecks, Singularity, Open vs Closed & more

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Superintelligence requires a massive, multi-trillion-dollar compute build-out to support agentic reasoning and complex problem-solving. NVIDIA’s architecture serves as the foundational infrastructure for this shift, evolving from a graphics provider to a comprehensive platform for physical AI, networking, and software. Safety and security are not orthogonal to development but are core engineering requirements, managed through zero-trust containment and out-of-band monitoring. The current US security framework—comprising model reviews, the White House Accord on Superintelligence, and industry coordination—ensures responsible deployment while maintaining competitive momentum. As Moore’s Law reaches its limit, the demand for compute continues to scale, with NVIDIA’s fungible, high-performance systems driving productivity across every major industry, from healthcare to logistics. This transition represents a fundamental re-architecture of global compute, essential for long-term economic growth and human progress.

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