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NVIDIA GTC 2026 — When Jensen Huang Declares the AI Infrastructure Era That Will Transform Every Industry

NVIDIA GTC 2026 (March 16–19), the world’s biggest AI event — Jensen Huang is set to unveil Blackwell Ultra, Rubin Architecture, and the new AI Factory concept. Why what happens here will impact every Thai business.

12 Mar 20266 minNVIDIA Newsroom
NVIDIAGTC 2026AI InfrastructureGPUJensen HuangAI

Why GTC 2026 Is the Most Important AI Event of the Year

Every March, the technology world turns its attention to San Jose when Jensen Huang takes the stage at SAP Center to show the world where AI is headed next.

This year, NVIDIA GTC 2026 (March 16–19) is anything but ordinary — with more than 30,000 attendees from 190+ countries (GTC 2025 drew more than 300,000 attendees across online and in-person formats), over 1,000 sessions, 60+ hands-on labs, and 240+ startups from the NVIDIA Inception Program.

NVIDIA today is no longer just a chip company — it is a company with a market cap exceeding $3 trillion, larger than the GDP of many countries. Every word from Jensen Huang influences the direction of global investment.

What to Expect — Blackwell Ultra, Rubin, and AI Factory

Jensen Huang has said, "AI is essential infrastructure. Every company will use it. Every nation will build it." GTC 2026 is where he is expected to show what that infrastructure actually looks like.

Blackwell Ultra GPU

After unveiling the Blackwell Architecture at GTC 2024 and sending shockwaves through the industry, this year NVIDIA is expected to introduce Blackwell Ultra — an enhanced version optimized for large-scale AI inference and training workloads, with higher memory bandwidth and improved energy efficiency.

Rubin — Next-Gen Architecture

Rubin Architecture is NVIDIA’s next GPU platform after Blackwell, named after astronomer Vera Rubin, who discovered dark matter — a signal that NVIDIA is looking toward an even larger scale of compute. The key thing to watch is a clear roadmap for when Rubin will be ready.

AI Factory — A Game-Changing Concept

One of the main themes of GTC 2026 is AI Factory — the idea that modern datacenters no longer simply store data, but function as factories that produce intelligence. Jensen Huang explains that the AI stack has five layers:

Layer Components
Energy Power that runs the datacenter
Chips GPUs and AI accelerators
Infrastructure Networking, storage, cooling
Models Foundation models and domain-specific models
Applications AI agents, robotics, digital twins

Every layer is a business opportunity — and every layer requires people who understand how to assemble the full stack.

The $100B+ AI Infrastructure Investment Wave Driving Everything

Global AI infrastructure investment in 2026 is expected to surpass $100 billion — more than triple 2024 levels. This is not just hype; it reflects real demand:

  • Every hyperscaler (AWS, Azure, Google Cloud) is expanding GPU clusters aggressively
  • Sovereign AI — governments worldwide are investing in domestic AI infrastructure
  • Enterprise AI — large organizations need dedicated AI compute for private data

Gartner forecasts that global AI spending will reach $2.5 trillion by 2028, and GTC is where the hardware roadmap supporting that growth is revealed.

What to Watch — Healthcare, Automotive, Robotics

GTC 2026 is not only about new chips; it is a stage for showing how AI is seriously transforming traditional industries:

Physical AI and Robotics

  • One of this year’s major themes is Physical AI — bringing AI into the physical world through robotics and autonomous systems
  • Global experts such as Pieter Abbeel and the team from Physical Intelligence will share the latest progress
  • Agentic AI that can plan and act autonomously is moving from concept to real products

Healthcare and AI for Science

  • NVIDIA BioNeMo and digital twins for drug discovery
  • AI for climate science, materials science, and biology
  • The 2024 Nobel Prize awarded to AI-related research confirms that this is more than just a trend

Automotive and Autonomous Vehicles

  • Tesla is one of the key partners participating in the event
  • The NVIDIA DRIVE platform remains an industry standard

Open Models and Ecosystem

  • A special panel moderated by Jensen Huang himself: "Open Models: Where We Are and Where We're Headed", featuring Mistral AI, Cursor, LangChain, and AI2
  • A clear signal that NVIDIA is betting on an open ecosystem, not just a closed platform

Impact on ASEAN and Thailand

Although GTC takes place in San Jose, its impact reaches directly into ASEAN:

Regional Datacenter Investment

  • Thailand is building a 5GW datacenter capacity pipeline that could place it among ASEAN’s compute leaders
  • Google, AWS, and Microsoft have already announced cloud region investments in Thailand
  • Malaysia is directly attracting NVIDIA to help build an AI hub
  • Singapore has committed more than $1 billion to National AI Strategy 2.0

GPU Access for Thai Businesses

Once datacenters in Thailand are operational, businesses will be able to access GPU compute without sending data overseas — addressing both performance and PDPA compliance at the same time.

The Sovereign AI Trend

Every GTC announcement related to AI Factory will accelerate governments worldwide, including Thailand’s, to invest in their own AI infrastructure — because in a world where AI is essential infrastructure, countries without their own compute capacity will be at a major disadvantage.

What Thai Businesses Should Be Watching

No matter what industry you are in, what is announced at GTC 2026 will affect your organization’s AI strategy:

1. Assess AI Infrastructure Readiness
If your organization still uses AI only through APIs, now is the time to evaluate how to deploy models on infrastructure in Thailand once local datacenters are ready.

2. Plan a GPU Strategy
GPUs remain in short supply worldwide. Planning ahead for how much compute your organization will need will help you secure resources before competitors do.

3. Use AI Factory as a Framework
Jensen Huang’s five-layer concept is a strong framework for enterprise AI planning — from energy through to applications, every layer matters.

4. Track the Open Model Ecosystem
NVIDIA’s serious push behind open models means organizations will have more options for deploying AI without depending on a single vendor.

5. Prepare Your Team
GTC includes more than 60 workshops and labs — organizations that send teams to learn, even online, will gain insights they can apply faster.


Jensen Huang’s GTC 2026 keynote will be livestreamed Monday, March 16 at 11:00 a.m. PT (2:00 a.m. Tuesday, Thailand time) at nvidia.com/gtc


Enersys helps Thai organizations develop AI infrastructure strategy — from readiness assessments and architecture selection to deploying AI on in-country infrastructure. Talk to our team today.

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