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Agentic AI: How Nvidia Blackwell Is Changing Infrastructure

At GTC 2026, Jensen Huang shifted the AI conversation from chips to the entire infrastructure stack. Nvidia is pitching Vera Rubin as a system for agentic workloads, and OpenClaw and NemoClaw as the foundation and control layer for agents. The main takeaway for companies is simple: without managed data and access rules, even the most powerful stack will just scale errors.

AI-processed from Habr AI; edited by Hamidun News
Agentic AI: How Nvidia Blackwell Is Changing Infrastructure
Source: Habr AI. Collage: Hamidun News.
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At GTC 2026, Nvidia laid out its strategy: for agentic AI, the company is rebuilding the infrastructure itself, from GPUs and racks to orchestration, security policies and data quality.

What is agentic AI?

It is a system in which one agent coordinates dozens of sub-agents, uses tools and holds a long context. At GTC 2026, Nvidia showed that such systems require a rethink of infrastructure.

Why is Nvidia investing $1 trillion in Blackwell?

Blackwell is a platform for inference of agentic AI over long contexts. The investment is planned for 2027 and covers Blackwell and Vera Rubin chips.

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Key Questions Answered

What is agentic AI?

It is a system in which one agent coordinates dozens of sub-agents, uses tools and holds a long context. At GTC 2026, Nvidia showed that such systems require a rethink of infrastructure.

Why is Nvidia investing $1 trillion in Blackwell?

Blackwell is a platform for inference of agentic AI over long contexts. The investment is planned for 2027 and covers Blackwell and Vera Rubin chips.

ZK
Zhemal Khamidun — CPO at Alpina Digital, product manager of AlpinaGPT. Building AI products since 2019. Hamidun News is a pet project that grew into a production aggregator with 6,000+ readers.
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