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

Trendingnow

1

U.S. Treasury has borrowed $155 billion every month of this fiscal year—and is now paying $24 billion a week in interest on its debts

2

Top Iranian officials admitted to the supreme leader that the U.S. naval blockade was crushing the economy, report says, as Trump eyes reimposing it

3

Billionaire MacKenzie Scott just donated $20 million to support America’s youth mental health, as a fifth of teens struggle with suicidal thoughts

1

U.S. Treasury has borrowed $155 billion every month of this fiscal year—and is now paying $24 billion a week in interest on its debts

2

Top Iranian officials admitted to the supreme leader that the U.S. naval blockade was crushing the economy, report says, as Trump eyes reimposing it

3

Billionaire MacKenzie Scott just donated $20 million to support America’s youth mental health, as a fifth of teens struggle with suicidal thoughts
AI
Europe

What history can teach us about A.I.’s Great Leap Forward

By
Christian Auty
Christian Auty
Down Arrow Button Icon
By
Christian Auty
Christian Auty
Down Arrow Button Icon
August 17, 2023, 5:29 AM ET
Mao Zedong's policies to kickstart China's industrial production came at a great human cost.
Mao Zedong's policies to kickstart China's industrial production came at a great human cost.Qilai Shen - Bloomberg - Getty Images
Add Fortune on Google for similar content.

The first in-person meeting between China’s Mao Zedong and Soviet leader Nikita Khrushchev in 1957 shows us how awesome potential can generate awful policy. It was the 40th anniversary of the October Revolution. Stalin was dead and had been denounced by Khrushchev the previous year. For Communists around the world, it was time to look forward, and so over 60 national parties met in Moscow to discuss the future of communism in the wake of the Second World War. Of all the delegations to come to Russia, only one, the Chinese delegation, was lodged in the Kremlin–in the rooms once belonging to Catherine the Great.

Mao came ready to make a point: demographics made it certain that China would be a world power, soon. So, at dinner one evening when Khrushchev bragged that the Soviet Union would eclipse US agricultural production in 15 years, Mao could not resist: “I can tell you that in 15 years, we may well catch up with or overtake (Britain’s production of steel).” Tragically, this became policy–the Great Leap Forward. The resulting collectivization and abrupt shift from farming to the production of steel was a disaster. Millions died.

Today, we stand at the threshold of another great potentiality–the advent of generative A.I. But history shows the start of a brave new adventure–whether it’s the industrialization of China or the development of generative A.I.–is not the best time for projections. Thus, McKinsey’s recent estimate that generative A.I. could add “the equivalent of $2.6 trillion to $4.4 trillion annually should prompt healthy suspicion (the U.K.’s entire GDP in 2021 was $3.1 trillion).

We find ourselves at the top of a mountain with a particularly scenic view. Everything is possible for A.I. because, actually, so little has happened. And like the Chinese demographic potential of the 1950s, the possibility for growth (in all senses) appears unbounded. Yet so much is unknown. Indeed, it would appear the most creative enterprises man has yet conceived may be disrupted first—writing, art, especially music. This would not have been anyone’s guess 20 years ago. They would have picked accounting.

Leaders must engage with this new technology, mindful that projections made from atop mountains are often errant, and sometimes dangerous.

First, there is the issue of existing law. Regulations such as the EU’s GDPR and even some state omnibus privacy laws in the U.S. require companies to provide opt-outs from “automated decision-making.”

Any decision that affects the legal or privacy rights of an individual that is made exclusively by a machine or an algorithm must be accurate, fair, and subject to appeal. There must be a methodology for the review of individual cases. In some cases, individuals must be able to opt out, ask for their data, understand the conclusion reached by the A.I., and ultimately have their personal data deleted.

This means not only evaluating the A.I. programs themselves but also (and perhaps more so) their integration into and throughout existing programs and processes.

Then there is the question of future regulation, which will likely follow one of two paths. Regulations could be balkanized and politically erratic, as has been the case with cryptocurrencies. What will be possible in one jurisdiction will be prohibited in another. This will include both inputs (what data can we use to train/build/develop) and outputs (what can we do with the A.I.). Thus, the selection of jurisdictions (and datasets) at the outset will be critical. Here, predictive, strategic, and indeed political thought will be paramount. This appears the more likely path right now.

Alternatively, major world powers could harmonize their regulatory efforts. Rishi Sunak, the U.K. Prime Minister, recently announced that the U.K. will host a global summit on artificial intelligence–the clear goal of the event is harmonization, and in fact, his foreign secretary echoed these calls when chairing an A.I.-focused UN meeting that took place on Jul. 18. But a cursory review of the current state of legislation around the world indicates there is much work to be done.

The EU continues to consider an A.I. Act that would impose significant ex-ante obligations on purveyors of any high-risk A.I. system, an obligation that could have the effect of virtually halting A.I. innovation in the region.

The U.S. has been more cautious and is yet to propose federal legislation addressing the issue, although narrower bills have been proposed and a smattering of states and localities have addressed the use of A.I. in limited contexts.

China has so far prevented access to ChatGPT and very recently announced updated guidelines for generative A.I. But as China’s reaction to cryptocurrencies should have made clear, such regulations should not be considered the final word as China’s interests shift. Russia indicated at the Jul. 18 meeting that the issue was complex, and the UN might not be the best place to tackle it.

Few phenomena can claimto revolutionize security, the economy, worker productivity, thought, art, discourse, and the very fate of man–but that is exactly what is claimed about A.I.

In terms of impact, it is being compared to the advent of electricity, the telegraph, and the printing press, and that may well understate the matter. The difference is that A.I. is inherently more unpredictable because, at a fundamental level, the arc of its development is beyond human–and to a degree, beyond our control.

We are at an inflection point. History will judge us, and judge us harshly, should we fail to appreciate the dangers in this vital moment, or conversely, stifle some great potential. We should remember the Great Leap Forward–great potential can deceive as much as it can excite. We must approach this new moment with humility, be ready to reassess our assumptions, and constructively engage with earnestly held criticisms–even if that means abandoning our aspirations in the face of danger.

Christian Auty is a partner with Bryan Cave Leighton Paisner and a leader of the firm’s U.S. Global Data Privacy and Security Team. He can be reached at [email protected]

The opinions expressed in Fortune.com commentary pieces are solely the views of their authors and do not necessarily reflect the opinions and beliefs of Fortune.

More must-read commentary published by Fortune:

  • The FIRE movement is soaring in popularity–but early retirees report feeling lost and unfulfilled
  • America turned to hospital-at-home programs during the pandemic–but their stunning success calls for a permanent fix
  • ‘The Feckless 400’: These companies are still doing business in Russia–and funding Putin’s war
  • Daniel Lubetzky: ‘You can’t make big ESG commitments while failing at the basics of kindness’
About the Author
By Christian Auty
See full bioRight Arrow Button Icon
Add Fortune on Google for similar content.

Latest in

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
  • World's Most Admired Companies
  • See All Rankings
  • Lists Calendar
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
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
  • Group Subscriptions
About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in

A 12-person PR firm represents De Niro, Pacino, and billion-dollar clients. Its founder says the secret is staying small
SuccessPublic relations
A 12-person PR firm represents De Niro, Pacino, and billion-dollar clients. Its founder says the secret is staying small
By Sydney LakeJuly 11, 2026
43 minutes ago
usa
Commentary250 Years of Innovation
For 250 years, work defined American identity. That era Is ending
By Keith Ferrazzi and Wendy SmithJuly 11, 2026
45 minutes ago
Meta added a privacy-safety feature to its AI glasses but is reportedly testing a ‘super-sensing’ prototype
Big TechMeta
Meta added a privacy-safety feature to its AI glasses but is reportedly testing a ‘super-sensing’ prototype
By Marco Quiroz-GutierrezJuly 11, 2026
1 hour ago
How SK Hynix just pulled off the second-largest U.S. share sale by quietly powering the AI boom
AsiaIPOs
How SK Hynix just pulled off the second-largest U.S. share sale by quietly powering the AI boom
By Nicholas GordonJuly 11, 2026
2 hours ago
A $5 hair tie, a sold-out dress, cake and a fast-food order: How fans chase closeness to Erling Haaland, Taylor Swift and other celebrities
Arts & EntertainmentWorld Cup
A $5 hair tie, a sold-out dress, cake and a fast-food order: How fans chase closeness to Erling Haaland, Taylor Swift and other celebrities
By Mia OsmonbekovJuly 11, 2026
3 hours ago
Why the 2026 IPO boom is about to broaden beyond AI mega-deals
InvestingFinance
Why the 2026 IPO boom is about to broaden beyond AI mega-deals
By Sheryl EstradaJuly 11, 2026
3 hours ago

Most Popular

U.S. Treasury has borrowed $155 billion every month of this fiscal year—and is now paying $24 billion a week in interest on its debts
Economy
U.S. Treasury has borrowed $155 billion every month of this fiscal year—and is now paying $24 billion a week in interest on its debts
By Eleanor PringleJuly 10, 2026
1 day ago
Top Iranian officials admitted to the supreme leader that the U.S. naval blockade was crushing the economy, report says, as Trump eyes reimposing it
Middle East
Top Iranian officials admitted to the supreme leader that the U.S. naval blockade was crushing the economy, report says, as Trump eyes reimposing it
By Jason MaJuly 10, 2026
19 hours ago
Billionaire MacKenzie Scott just donated $20 million to support America’s youth mental health, as a fifth of teens struggle with suicidal thoughts
Success
Billionaire MacKenzie Scott just donated $20 million to support America’s youth mental health, as a fifth of teens struggle with suicidal thoughts
By Emma BurleighJuly 9, 2026
2 days ago
Farm groups saved Bayer in court over RoundUp cancer claims. Five days later, Bayer called for tariffs on the ingredient farmers rely on
Economy
Farm groups saved Bayer in court over RoundUp cancer claims. Five days later, Bayer called for tariffs on the ingredient farmers rely on
By Mia OsmonbekovJuly 9, 2026
2 days ago
Wyoming officials say Meta’s 715,000-square-foot data center is responsible for contaminating its water system with a rare bacterium
Environment
Wyoming officials say Meta’s 715,000-square-foot data center is responsible for contaminating its water system with a rare bacterium
By Sasha RogelbergJuly 10, 2026
20 hours ago
Current price of oil as of July 10, 2026
Personal Finance
Current price of oil as of July 10, 2026
By Joseph HostetlerJuly 10, 2026
1 day ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our and Privacy Policy |  | 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.