01What NVIDIA GTC 2026 Is and How It Changes AI

NVIDIA GTC 2026 is the company's annual developer conference where CEO Jensen Huang announced major plans that could reshape the AI industry. In this episode, Julian Goldie breaks down the key reveals and what they mean for businesses. The conference highlighted a huge increase in computing demand, which Jensen says has grown by one million times in two years.

This event is not just about new chips. NVIDIA is now positioning itself as the operating system for the AI economy, providing software, hardware, and infrastructure. The central message is that companies using this technology will thrive, while those that ignore it may fall behind.

Julian explains that the future is already here, and GTC 2026 marks a turning point.

02Main Features of NVIDIA GTC 2026

The main announcements at NVIDIA GTC 2026 included new software, models, and hardware. First, NemoClaw is a secure enterprise version of OpenClaw, the fastest growing open-source AI agent project. It allows you to build AI agents that work locally on your computer, protecting your data.

Second, Nemetron 3 Super is a free, open-source model with 120 billion parameters and a huge 1 million token context window.

  • Vera Rubin platform: A system of seven new chips and five rack types designed as one massive supercomputer.
  • Grok 3.1 Inference Accelerator: Claims up to 35 times higher inference throughput per megawatt.
  • Dynamo 1.0: Open-source software that coordinates GPUs and memory across clusters for AI tasks.

These features are designed to make AI faster, cheaper, and more accessible for everyone, from small businesses to tech giants.

03How to Get Started with the New Tools from GTC 2026

Getting started with the new NVIDIA tools is easier than you think. You don't need to be a developer or understand complex hardware. Julian provides simple steps to begin using these resources today.

  1. Download NemoClaw from the official site and install it with a single command on your laptop, workstation, or cloud server.
  2. Run Nemetron 3 Super by downloading it from Hugging Face or build.nvidia.com – it's free.
  3. If you don't have powerful hardware, use NVIDIA's APIs directly instead of running the model locally.
  4. Explore OpenClaw for personal AI agents that work offline, perfect for automating repetitive tasks.
  5. Consider using Dynamo 1.0 if you manage large-scale AI workloads, as it's already in production at major companies.

These steps allow you to integrate AI agents into your business without heavy upfront costs.

04How to Use NemoClaw and Nemetron 3 in Your Business

Once you have the tools, you can use them in various practical ways. For example, a freelance social media manager can use NemoClaw to monitor trends, draft content, and schedule posts locally, with no subscription costs and total data privacy.

An e-commerce store could have an AI agent monitor competitor pricing and update their own listings automatically. Nemetron 3 Super is not a chatbot; it's the brain for multi-agent systems. It can read your entire business history—emails, documents, files—and remember it all, providing long-term memory for complex tasks. This allows agents to work together on research, analysis, and decision-making without losing context.

You can also run Nemetron 3 on your machine using OLAMA, but be aware it requires significant computing power. If not, use NVIDIA's cloud APIs for the same capabilities.

05Results and Comparisons Shown in the Episode

Julian highlights several impressive results from GTC 2026. First, a live demonstration showed inference speeds jumping from 700 to nearly 5000 tokens per second after a software update. This was on the same hardware, representing a sevenfold improvement without new chips.

  • Nemetron 3 Super powered NVIDIA's AIQ research agent to the number one spot on Deep Research Bench and Deep Research Bench 2 leaderboards.
  • The Vera Rubin NVL72 rack is expected to deliver 4 times training performance and 10 times inference performance per watt compared to Blackwell.
  • The Grok 3.1 Inference Accelerator offers up to 35 times higher throughput per megawatt.

These benchmarks show that NVIDIA is not just upgrading hardware but also optimizing software for massive efficiency gains.

06Tips, Limits, and Mistakes to Avoid

When using these AI tools, be aware of their limits. Running larger models like Nemetron 3 requires a lot of power, so if your hardware isn't sufficient, using APIs is a smart alternative. Avoid the mistake of thinking AI agents are a future thing; they are here now.

Start small: use NemoClaw for one simple task first, like automating responses or data sorting. Don't try to implement everything at once. Also, note that while OpenClaw is open source, NemoClaw is designed for enterprise security, so choose based on your need for privacy and governance.

Finally, watch for the shift from chatbots to agentic services. Jensen Huang says every SaaS company will become agentic, so plan your strategy early to stay ahead.

07Who Should Care About NVIDIA GTC 2026 and Why

These announcements are crucial for business owners, freelancers, solopreneurs, and e-commerce managers. If you run any kind of business, AI agents can handle repetitive tasks, freeing your time for growth. The tools are free, and the barrier to entry is low.

this shift matters because NVIDIA sees at least $1 trillion in orders through 2027, a signal of massive scale. Companies like Uber and Roche are already using this technology in cars and drug discovery. Early adopters will gain a head start in efficiency and margins.

Don't wait for the obvious; by then it may be too late. The AI agent era is present tense, and what you do now determines your position in 2027.

08The Future of AI Agents and What to Do Next

Jensen Huang emphasized that AI agents are the next computing platform. He compared OpenClaw to Linux and Kubernetes, indicating its foundational role. The number of tokens generated is exploding, creating a need for faster inference, which NVIDIA is addressing with its new software and hardware.

Julian advises focusing on the language shift: thinking of tokens as a budget, like headcount. Businesses that master this early will see enormous gaps between them and latecomers. You don't need to be a developer; you just need a strategy.

Start by exploring NemoClaw and Nemetron 3, integrate them into small tasks, and build on that foundation. The infrastructure is being built right now, and being part of it early could define your success.