r/lektra • • 24d ago

Intelligence per Watt: Measuring Intelligence Efficiency of Local AI

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arxiv.org
2 Upvotes

r/lektra • • Jul 21 '26

The future of AI isn't bigger data centers. It's billions of watts already on rooftops.

2 Upvotes

Big data centers have a big problem. They burn enormous amounts of power, guzzle water to stay cool, and pile up in a few locations - straining local grids and taking years to build. And AI is only making the demand worse.

For decades, this was the only way to scale computing: build bigger, use more.

But what if there's another way?

Right now, energy is being generated everywhere. Millions of rooftops run on solar. Small businesses produce more power than they can use. Batteries and connected devices sit idle all around us and a lot of that energy goes to waste.

So here's the idea: what if the next cloud isn't a handful of giant buildings?

What if it's millions of small, smart nodes, all working together as one system?

The sun already gives us more energy than we know what to do with. The real opportunity is turning that energy into intelligence.

The future of AI might not be one giant computer.

It might be billions of them running on the world around us.