NVIDIA’s soul search in seoul: Jensen Huang chases the future of AI and fried chicken

Jensen Huang has landed in Seoul, and he’s not just there for the world-class fried chicken—though, by his own admission, it is "all delicious." Fresh off the high-octane energy of GTC Taipei and the chaos of COMPUTEX, the NVIDIA CEO is on a whirlwind tour to ensure the gears of the global AI machine don't grind to a halt.

The mission is simple: total alignment of the supply chain. With the second half of 2026 looking like a logistical mountain of "significant, very large" infrastructure buildouts, Huang is playing diplomat to the manufacturers. He’s touting the success of Grace Blackwell and confirming that the next-gen Vera Rubin systems are officially in full production.

If you aren't familiar with the roadmap, just know that Vera Rubin is the heavyweight champion NVIDIA is betting its future on. For South Korea, the message was clear: get in now or get left behind. Huang isn't just asking for chips; he's pitching a vision of Korea as the next global epicenter for "physical AI."

"Robotics is going to be the next major sector here in Korea," Huang told the local media, greeted by fans and reporters. It’s a savvy pitch to a nation that already dominates memory manufacturing and gaming. If you’re already providing the high-bandwidth memory that feeds the AI, why not build the metal shells that house it?

But let’s be real—Huang’s "Sovereign AI" narrative is the ultimate corporate siren song. He’s traveling the globe telling world leaders they need to own their own data and infrastructure. It sounds like a noble quest for national security, but it often looks a lot like a massive invoice for several billion dollars worth of GPUs.

While Huang is shaking hands and enjoying local BBQ, NVIDIA’s technical side is quietly laying the groundwork for how these machines will actually think. Enter the Nemotron 3 Agents. This isn't just another LLM update; it’s an ecosystem of specialized models handling everything from multimodal RAG to voice and safety guardrailing.

These agents are the "brains" for the robotics future Huang is selling. They handle the messy stuff—planning, reasoning, and retrieval—so your future robot butler doesn't accidentally drive through a wall or forget its primary directive. It’s a sophisticated play to move NVIDIA from a hardware provider to a full-stack AI orchestrator.

So, is South Korea ready to become the robotics hub of the world? With one of the most passionate gaming communities on the planet and a tech infrastructure that puts most of the West to shame, I’d say it’s a very likely outcome. Here's the challenge we need to navigate: the future of AI isn't just in a data center; it's walking around on two legs in Seoul.

NVIDIA is no longer just a graphics card company; it's a geopolitical force that eats fried chicken and builds the future one cluster at a time. Whether the global supply chain can actually keep up with the relentless production schedule of Vera Rubin is another question entirely, but for now, the road to AI dominance runs straight through Seoul.

Sources: Seoul Purpose: How NVIDIA and South Korea Are Building the Future of AI, NVIDIA Technical Blog.