Addressing AI’s Massive Energy Needs

How policy can support ‘efficiency-forward’ approaches to AI growth.

1 minute read

July 1, 2024, 11:00 AM PDT

By Diana Ionescu @aworkoffiction


Power powers at night with 'glowing' power lines emphasizes with graphics.

ZETHA_WORK / Adobe Stock

In an article for Fast Company, Moshe Tanach argues that “the Federal Aid Highway Act provides a valuable lesson for one of the biggest issues facing the tech industry today: How will we produce enough power to support the growing number of AI-focused data centers?”

As Tanach explains, the computational power needed to power the rise of AI doubles roughly every 100 days, calling for a strategy for addressing these growing energy needs.

This is where the highway model comes into play. We could choose to find ways to supply more energy to power AI (build more highways), or we could discover how to lower AI energy costs (invest in high-speed rail). One path leads to a power-sucking, climate-destroying future, while the other is sustainable and profitable.

Tanach describes an ‘efficiency-first’ approach that would focus on processing AI tasks with less energy and breaking “the cycle of increased usage leading to increased energy consumption.” Tanach particularly supports looking for ways to eliminate central processing units (CPUs) in AI Inferencing servers. “For the future of AI, we can either invest heavily in outdated ways of supplying power that put an additional strain on our current power grids or find a way to lower costs at the source—the AI data center itself—with baked-in systems engineering that does most of that heavy work.”

Friday, June 28, 2024 in Fast Company

portrait of professional woman

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching. Mary G., Urban Planner

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching.

Mary G., Urban Planner

Get top-rated, practical training

Red 1972 Ford Pinto with black racing stripes on display with man sitting in driver's seat.

Analysis: Cybertruck Fatality Rate Far Exceeds That of Ford Pinto

The Tesla Cybertruck was recalled seven times last year.

July 2, 2025 - Mother Jones

Close-up of park ranger in green jacket and khaki hat looking out at Bryce Canyon National Park red rock formations.

National Parks Layoffs Will Cause Communities to Lose Billions

Thousands of essential park workers were laid off this week, just before the busy spring break season.

February 18, 2025 - National Parks Traveler

Paved walking path next to canal in The Woodlands, Texas with office buildings in background.

Retro-silient?: America’s First “Eco-burb,” The Woodlands Turns 50

A master-planned community north of Houston offers lessons on green infrastructure and resilient design, but falls short of its founder’s lofty affordability and walkability goals.

February 19, 2025 - Greg Flisram

Screenshot of shade map of Buffalo, New York with legend.

Test News Post 1

This is a summary

0 seconds ago - 2TheAdvocate.com

Red 1972 Ford Pinto with black racing stripes on display with man sitting in driver's seat.

Analysis: Cybertruck Fatality Rate Far Exceeds That of Ford Pinto

The Tesla Cybertruck was recalled seven times last year.

18 minutes ago - Mother Jones

test alt text

Test News Headline 46

Test for the image on the front page.

March 5 - Cleantech blog