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NVIDIA GTC Keynote: Huang Unveils “AI Factories,” Blackwell-Rubin Roadmap, and $1T Demand View

NVIDIA GTC Keynote: Huang Unveils “AI Factories,” Blackwell-Rubin Roadmap, and T Demand View

By MarketBeat
Publication Date: 2026-03-21 09:05:00

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  • Jensen Huang positioned NVIDIA as a platform company built around CUDA‑X, NVIDIA systems and the new concept of AI factories, unveiling NVIDIA DSX to design and operate data‑centers for maximum token throughput and energy efficiency.

  • He raised NVIDIA’s high‑confidence demand view for Blackwell and Rubin from about $500 billion to at least $1 trillion through 2027, and outlined a hardware roadmap—Grace Blackwell NVLink 72, Vera Rubin, Rubin Ultra and the next platform Feynman—plus a disaggregated inference approach that integrates Groq (Groq LPX shipments expected in H2, likely Q3).

  • NVIDIA introduced data libraries cuDF and cuVS for structured and unstructured workloads, highlighted cloud and confidential‑computing integrations with partners like IBM, Google Cloud and Dell, and launched software/model initiatives (OpenClaw/OpenShell, the Open Model Initiative and a Nemotron Coalition) while expanding robotics and robotaxi partnerships (BYD, Hyundai, Nissan, Geely, Uber, ABB, KUKA).

  • Interested in NVIDIA Corporation? Here are five stocks we like better.

NVIDIA (NASDAQ:NVDA) founder and CEO Jensen Huang used his GTC keynote to frame the company as a “platform company” built around three core offerings: its CUDA-X software stack, NVIDIA systems, and a newer concept he described as “AI factories.” Huang repeatedly returned to a central theme: ecosystems and vertical integration paired with open, horizontal integration…

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