• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia
CommentaryAI

Regulations could speed up, not slow down, A.I. progress

By
Will Hunt
Will Hunt
Down Arrow Button Icon
By
Will Hunt
Will Hunt
Down Arrow Button Icon
November 9, 2020, 6:30 PM ET
11.05.20.Will-Hunt-AI-innovation.GettyImages-82362651
A.I. innovation needs clear regulations, which could come from the Biden administration, writes Will Hunt.Grove Pashley—Getty Images

Andy Taylor has a goal both modest and ambitious: bring artificial intelligence, or A.I., to air traffic control for the first time. A career air traffic controller, Taylor was quick to see the potential benefits that advances in computer vision technology could bring to his profession. 

Example: Every time a plane clears its runway, an air traffic controller must flag it and notify the next plane that the runway is free. This simple, repetitive task takes controllers’ attention away from everything else that’s happening on the tarmac. Even short delays can add up considerably over the course of a day—especially at airports such as London’s Heathrow, where Taylor works, which has flights booked end-to-end from six in the morning till 11:30 at night.

What if an A.I. system could handle this work autonomously? Taylor now leads the groundbreaking effort by NATS, Britain’s sole air traffic control provider, to answer that question, and to bring A.I. to bear on this and related air traffic control tasks. 

His biggest obstacle to innovation? The nonexistence of A.I. safety regulations for aviation.

That a lack of regulations might obstruct innovators like Taylor might be counterintuitive to some. After all, arguments around regulation usually pit proponents of unencumbered innovation against those concerned about social harms resulting from unchecked competition. 

The Trump administration falls into the former camp, advocating that agencies adopt a light-touch approach toward new regulations, which it feels could “needlessly hamper A.I. innovation and growth.”

So do many Silicon Valley elites—an increasingly powerful political constituency with a well-documented distaste for regulation.

But while a hands-off approach might foster innovation on the Internet, in aviation and other industries it can be an obstacle to progress. In a report from UC Berkeley’s AI Security Initiative, I explain why. Part of the problem is that safety regulations for aviation are both extensive and deeply incompatible with A.I., necessitating broad revisions and additions to existing rules. 

For example, aircraft certification processes follow a logic-based approach in which every possible input and output receives attention and analysis. But this approach often doesn’t work for A.I. models, many of which react differently even to slight perturbations of input, generating a nearly infinite number of outcomes to consider.

Addressing this challenge isn’t a mere matter of modifying existing regulatory language: It requires novel technical research on building A.I. systems with predictable and explainable behavior and the development of new technical standards for benchmarking safety and other performance criteria. Until these standards and regulations are developed, firms will have to build safety cases for A.I. applications entirely from scratch—a tall order, even for pathbreaking firms like NATS. 

“It’s absolutely a challenge,” Taylor told me earlier this year, “because there’s no guidance or requirements that I can point to and say, ‘I’m using that particular requirement.’”

A further issue is that air traffic control firms, as well as manufacturers such as Boeing and Airbus, know that new rules for A.I. are inevitable. While they are eager to reap the cost and safety benefits offered by A.I., most are understandably reluctant to make serious investments without confidence that the resulting product will be compatible with future regulations. 

The result could be a major slowdown in A.I. adoption: Without more resources for regulators and strong leadership from the White House, the process of setting standards and developing A.I.-appropriate regulations will take years or even decades.

The incoming Biden administration is poised to offer that leadership, striking a contrast with the Trump administration’s light-touch approach to A.I. governance. 

Business leaders and technologists have a key role to play in influencing the Biden administration’s attitude toward A.I. regulation. They might start by encouraging the administration to prioritize A.I. safety research and regulatory frameworks for A.I. that support innovation in aviation and other industries. Or they could do what they do best: develop prototype solutions in the private sector (for a great example, see OpenAI’s proposal of regulatory markets for A.I. governance).

If successful, these efforts could free up Andy Taylor and other entrepreneurs to innovate in safety-critical industries from aviation to health care to the military. If not, a handful of companies like NATS will still try to develop new A.I. applications in these industries. But it won’t be easy and could increase the risk of accidents. The potential benefits of A.I.—improved medical diagnoses, affordable urban air mobility, and much more—would remain technically feasible, but always a few years away.

Pro-innovation business leaders and technologists should therefore worry less about new regulations slowing down progress and instead work on developing the smart regulations required to speed it up.

Will Hunt is a research analyst at Georgetown University’s Center for Security and Emerging Technology and a political science Ph.D. student at the University of California at Berkeley. He has coauthored commentary on technology policy in the Wall Street Journal, and he was previously a graduate researcher at the UC Berkeley AI Security Initiative.

More opinion from Fortune:

  • Why we shouldn’t give up on bipartisanship, even now
  • A blueprint for whoever wins the presidential election to fix America’s health care mess
  • Why surveying the American public can help us change capitalism
  • The government’s hidden superpower: “Unrules”
  • A plan for facing the long COVID winter
About the Author
By Will Hunt
See full bioRight Arrow Button Icon

Latest in Commentary

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Fortune Secondary Logo
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • Future 50
  • World’s Most Admired Companies
  • See All Rankings
Sections
  • Finance
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
  • Group Subscriptions
About Us
  • About Us
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
  • About Us
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Commentary

clinton
Commentarydisruption
I was a government official in the 1990s and watched the economy get turned upside-down. It’s happening again
By Maria FlynnApril 15, 2026
20 minutes ago
dees
CommentaryNational Security
A retired general’s warning: America can’t fight the AI arms race on tech it doesn’t control
By Robert F. DeesApril 15, 2026
20 minutes ago
fudd
CommentarySports
Azzi Fudd: how I learned to use NIL for transformation, not just transactions
By Azzi FuddApril 15, 2026
1 hour ago
crowell
CommentaryRetirement
Retirees are facing a $345,000 bill they never saw coming — and most aren’t prepared
By Andrew CrowellApril 14, 2026
1 day ago
AI agents are acting like employees, but company structures still treat them like software
CommentaryOkta
AI agents are acting like employees, but company structures still treat them like software
By Dan MountstephenApril 13, 2026
2 days ago
trump
CommentaryWhite House
The futility of Trump’s grandiose personal branding of public assets, from ballrooms and bills to ships and planes
By Jeffrey Sonnenfeld and Steven TianApril 13, 2026
2 days ago

Most Popular

Billionaire philanthropist MacKenzie Scott has donated again—a week after gifting millions to a college, she's just given $70 million to Meals on Wheels America
Success
Billionaire philanthropist MacKenzie Scott has donated again—a week after gifting millions to a college, she's just given $70 million to Meals on Wheels America
By Fortune EditorsApril 13, 2026
2 days ago
Retirees are facing a $345,000 bill they never saw coming — and most aren't prepared
Commentary
Retirees are facing a $345,000 bill they never saw coming — and most aren't prepared
By Fortune EditorsApril 14, 2026
1 day ago
He was coding at 12 like Elon Musk and became one of Google’s youngest-ever CMOs—but now says Gen Z is better off ice skating than learning to code
Success
He was coding at 12 like Elon Musk and became one of Google’s youngest-ever CMOs—but now says Gen Z is better off ice skating than learning to code
By Fortune EditorsApril 14, 2026
1 day ago
Anthropic is facing a wave of user backlash over reports of performance issues with its Claude AI chatbot
AI
Anthropic is facing a wave of user backlash over reports of performance issues with its Claude AI chatbot
By Fortune EditorsApril 14, 2026
1 day ago
Palantir CEO says working at his $316 billion software company is better than a degree from Harvard or Yale: ‘No one cares about the other stuff’
Success
Palantir CEO says working at his $316 billion software company is better than a degree from Harvard or Yale: ‘No one cares about the other stuff’
By Fortune EditorsApril 14, 2026
24 hours ago
Current price of oil as of April 14, 2026
Personal Finance
Current price of oil as of April 14, 2026
By Fortune EditorsApril 14, 2026
1 day ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.