Round Rock
By Round Rock Shout Outs Staff and Contributors

By Round Rock Shout Outs Staff and Contributors

Sep 22, 2026

5 Comments

AI Is Getting More Powerful — And Much Closer to Home

From smarter AI models to Dell, supercomputers and data centers, Round Rock is closer to the AI revolution than you might think.

Woman using artificial intelligence on a laptop, representing the growing role of AI in everyday life in Round Rock, Texas.

Artificial intelligence has changed remarkably quickly.

 

The conversation is no longer simply about ChatGPT or whether AI can write an email. Today's AI tools can help research information, analyze documents, work with images, write computer code and carry out increasingly complicated, multi-step tasks.

 

And while much of the AI conversation can sound as though it's happening somewhere far away in Silicon Valley, China or an imaginary place called "the cloud," some of the infrastructure making the AI boom possible is being built right here in Round Rock.

 

But first, there's a new AI term you're probably going to hear more often.

 

What in the world is "open-weight AI"?

 

It sounds more complicated than it is.

 

Most familiar AI services—such as ChatGPT, Claude and Gemini—are systems you access through a company's service.

 

With an open-weight AI model, the trained model itself is made available so developers and organizations can download it and, depending on its license, run or customize it themselves.

 

Think of it this way:

Instead of only being allowed to eat at the restaurant, you're being given access to much more of the kitchen.

You still need the equipment and know-how to use it, and "open-weight" doesn't necessarily mean that everything about the AI is open or free.

 

Why should an everyday AI user care?

More choices.

Open-weight models can give organizations more control over customization, privacy and where their AI operates. They also increase competition among AI developers.

 

Chinese companies have become particularly important in this part of the AI industry. Developers including Moonshot AI, DeepSeek, Alibaba's Qwen and Z.ai are competing in a rapidly developing market. Reuters reported this month that Chinese AI developers have remained relatively close to leading U.S. labs in model sophistication while competing heavily on efficiency, pricing and downloadable open-weight models.

 

That means some of the technology influencing the next generation of AI tools isn't coming only from the familiar American technology companies.

 

So what does this have to do with Round Rock?

Quite a bit.

 

Round Rock is home to Dell Technologies, and Dell is increasingly involved in building the computing infrastructure required for AI.

In July, the Texas A&M Engineering Experiment Station selected Dell to design and build IGNITE — the Innovative Growth in Next Generation AI Technology Ecosystem. The platform will support AI and high-performance computing for engineering, scientific, national-security and other research.

 

And the infrastructure story gets even closer to home.

According to the City of Round Rock, the city currently has two major data-center developments.

 

Sabey Data Centers has redeveloped the former Sears call-center property on Louis Henna Boulevard. Its campus is planned to eventually reach approximately 430,000 square feet and will host the Texas Advanced Computing Center's Horizon supercomputer.

Switch is also developing a large data-center campus on property purchased from Dell Technologies.

 

Horizon is particularly interesting. The Texas Advanced Computing Center selected Round Rock as its home, and the system is expected to become the largest academic supercomputer in the National Science Foundation's portfolio when operational.

 

AI doesn't really live "in the cloud"

That's where the local connection becomes easier to understand.

When we ask an AI system to analyze a document, create an image or answer a complicated question, the work has to happen on real computers in real buildings somewhere.

 

Those computers require electricity, cooling, networking equipment and enormous data-center capacity.

 

And that growth is creating some very real questions for Texas.

On Sept. 21, Gov. Greg Abbott directed the Texas Commission on Environmental Quality to halt permits sought by data centers until ERCOT completes an audit. The state is examining data-center effects on electric-grid reliability and water resources, among other requirements.

 

So the AI boom isn't just a technology story anymore.

It's also becoming an energy, water, infrastructure, economic-development and community-planning story—including here in Central Texas.

 

What does all of this mean for the rest of us?

You don't need to build a supercomputer—or understand how one works—to benefit from AI.

 

For a Round Rock small-business owner, AI might mean answering routine customer questions, analyzing information, creating marketing materials, improving customer service or automating repetitive office work.

 

For the rest of us, it might help plan meals, understand a complicated document, research a purchase, organize a trip, brainstorm a project or tackle something we've been putting off.

And we're gaining choices—not only between familiar names such as ChatGPT, Claude and Gemini, but between different kinds of AI designed for different jobs.

 

One might be particularly useful for research. Another for writing. Another for analyzing documents. And some models can be operated privately inside an organization's own systems.

 

The more useful question may soon become:

Not "Should I use AI?" but "Which AI should I use for this particular job?"

 

That's what we'll continue exploring in AI in Everyday Life—what's changing, why it matters and, most importantly, what you can actually do with it.

TRY THIS WITH AI

Give AI a Real Job This Week

Already using AI—or just curious about it?

Instead of asking AI a random question, give it a job involving something you actually do.

 

Copy and paste this prompt into ChatGPT, Claude, Gemini or another AI assistant:

 

Ask me five questions about things I repeatedly do during my week. Then suggest three practical ways AI could save me time or make one of those tasks easier.

 

You don't need to understand how AI works to benefit from it.

 

Start with something you already do and see what happens.

 

Challenge ID: RRSO-AI-20260922-01

RESOURCES & LEARN MORE

City of Round Rock — Data Centers in Round Rock — Local information about Sabey, Switch and the Horizon supercomputer.

Dell Technologies — Texas A&M Selects Dell to Build IGNITE — Dell's July 24 announcement explaining the new AI and high-performance computing platform.

City of Round Rock — Horizon Supercomputer — Background on why Round Rock was selected to house Horizon.

Texas Governor's Office — Data Center Permit Directive — The Sept. 21 announcement regarding data-center permitting and the state audit.

How are you using AI?

Have you found something it does surprisingly well—or something you'd like to learn how to do?

 

Tell us in the comments.

 

Your answer or question might become a future AI in Everyday Life story.

5 Comments

Join the conversation

  • EB
    Ella Brown· Sep 22, 6:38 AM

    It’s cool Dell is involved with all this, but I hope the city actually thinks about long-term impacts. Not just the tech part, but what it means for neighborhoods.

  • MP
    Matt Pierson· Sep 22, 6:08 AM

    I love using AI to come up with weeknight dinners when I’m out of ideas. Planning meals feels less stressful now.

  • KY
    Karen Yu· Sep 22, 2:05 AM

    Honestly, I'm a little worried about the electricity and water these centers will use. Our grid already has issues in the summer.

  • SR
    Steph Ramirez· Sep 22, 1:40 AM

    I work near Louis Henna and have watched the old Sears center get remodeled. Had no clue there’d be a supercomputer in there soon. Wild.

  • JC
    Jason C.· Sep 22, 1:13 AM

    I'm amazed to hear all this is happening right in Round Rock. Never thought of all those big buildings as being tied to AI stuff!

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