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

Trendingnow

1

Corporate America has been draining the world's water. Matt Damon's new campaign calls on Gap, Starbucks, and Amazon to help give it back

2

When SpaceX starts trading, some 'shareholders' will discover they own nothing at all

3

Current price of oil as of June 12, 2026

1

Corporate America has been draining the world's water. Matt Damon's new campaign calls on Gap, Starbucks, and Amazon to help give it back

2

When SpaceX starts trading, some 'shareholders' will discover they own nothing at all

3

Current price of oil as of June 12, 2026
Tech

You Can Now Use Facebook’s AI Brains to Build the Next Addictive App

By
Jonathan Vanian
Jonathan Vanian
Down Arrow Button Icon
By
Jonathan Vanian
Jonathan Vanian
Down Arrow Button Icon
November 1, 2018, 12:00 PM ET

Facebook is making some of the artificial intelligence it uses to prod people to chat and post more available for free.

People can now use the social networking giant’s Horizon coding tools to create their own software that can learn to do tasks in the most efficient way possible by trial-and-error. An outside developer working in her garage, for example, could use the sophisticated technology to build the next addictive app.

“A hobbyist or high school student can run it on their laptop or you can run it on thousands of machines in the cloud,” said Jason Gauci, Facebook’s lead engineer for Horizon.

Facebook, which announced the availability of the tool on Thursday, has used the technology to teach its computers to figure out which notifications users are most likely to respond to. For instance, a user may click on a notification telling him that his mom liked his latest post about gardening and then comment back. That same user, however, is less likely to correspond with the dozens of others who liked his post and whom he barely interacts with on the service.

The Horizon tools are based on a subset of artificial intelligence technologies called reinforcement learning, which companies like Google are also researching and implementing. Google, for its part, has used reinforcement learning in its data centers so that its computers learned to adjust its cooling systems to cut down on power use.

Gauci said that his company also uses reinforcement learning to decide whether to send people low or high quality videos depending on variables, like people’s cellular connections, whether they are on a subway, or if they have just exited a tunnel.

Facebook’s use of reinforcement learning highlights how technology giants are increasingly using AI technologies that were once only in the domain of research labs. Google researchers, for example, used reinforcement learning to teach computers how to master the ancient Chinese board game Go without direct human help.

While these tech companies use the AI technique of deep learning to teach computers to automatically recognize images like cats in photos, they use reinforcement learning to teach computers to automatically perform specific actions.

To ensure that computers perform the best possible actions, they are either rewarded or penalized based on the action’s outcome. In the case of Facebook notifications, staff members rewarded the computers each time their alerts led to people interacting with other users, and penalized the systems when the alerts caused no response. Over time, the computers learned to send the right notifications that would provoke people to comment instead of merely clicking the alert.

The goal of releasing an open source, or free, version of the Horizon tools is to spur more coders to experiment with cutting-edge technologies, Gauci said.

Companies like Facebook, Google, Microsoft, and others are increasingly releasing their internal AI tools for free to familiarize developers with their technology and thereby help with recruiting top talent. Also, by releasing more AI tools, the companies are trying to win the public relations war over who has the most sophisticated technology.

Get Data Sheet, Fortune’s technology newsletter.

Of course, implementing powerful automation technology in consumer products has potential drawbacks. For instance, Facebook, already under fire for spreading fake news and misleading content during the 2016 U.S. presidential campaign, would dig a deeper hole for itself if its computers highlighted notifications from people who routinely post offensive or controversial content merely because users are more likely to respond to them.

Gauci said that Facebook continuously tests its AI before implementing it, and that the company’s policy and notifications teams are also observing the system, implying that there should be little problems.

About the Author
By Jonathan Vanian
LinkedIn iconTwitter icon

Jonathan Vanian is a former Fortune reporter. He covered business technology, cybersecurity, artificial intelligence, data privacy, and other topics.

See full bioRight Arrow Button Icon

Latest in Tech

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
  • 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
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Tech

Courtney Robinson, head of policy and communications, at Akoya speaks on a panel at Fortune Brainstorm Tech 2026.
RetailBrainstorm Tech
AI shopping agents are coming. No one is ready for them
By Jeremy KahnJune 12, 2026
2 hours ago
AI can be a ‘secret sauce’ or a way of ‘democratizing mediocrity’—Here’s how business leaders are getting the best of the technology
C-SuiteBrainstorm Tech
AI can be a ‘secret sauce’ or a way of ‘democratizing mediocrity’—Here’s how business leaders are getting the best of the technology
By Amanda GerutJune 12, 2026
2 hours ago
Elon Musk stands behind the Nasdaq opening bell and in front of a "SpaceX" background.
Startups & VentureSpaceX
Founders Fund, Andreessen Horowitz, Valor, and the biggest VC winners from SpaceX’s IPO
By Allie GarfinkleJune 12, 2026
6 hours ago
Sven Gerjets, chief technology officer at Gap, speaks on stage on a panel at Fortune Brainstorm Tech 2026.
Future of WorkBrainstorm Tech
Why companies are treating AI as a strategic partner rather than a passive technology, and how to avoid an ‘AI hangover’
By Sebastian HerreraJune 12, 2026
6 hours ago
Elon Musk stands behind the Nasdaq opening bell and in front of a "SpaceX" background.
Future of WorkElon Musk
Despite his new trillionaire status, Elon Musk says money ‘will stop being relevant’ in the future because of AI
By Sasha RogelbergJune 12, 2026
7 hours ago
AI was supposed to cut health care costs. One of its first jobs was charging you more, PwC report shows
AIHealth Care Service
AI was supposed to cut health care costs. One of its first jobs was charging you more, PwC report shows
By Whizy Kim and Tech BrewJune 12, 2026
8 hours ago

Most Popular

Corporate America has been draining the world's water. Matt Damon's new campaign calls on Gap, Starbucks, and Amazon to help give it back
Environment
Corporate America has been draining the world's water. Matt Damon's new campaign calls on Gap, Starbucks, and Amazon to help give it back
By Catherina GioinoJune 9, 2026
4 days ago
When SpaceX starts trading, some 'shareholders' will discover they own nothing at all
Investing
When SpaceX starts trading, some 'shareholders' will discover they own nothing at all
By Jim EdwardsJune 12, 2026
16 hours ago
Current price of oil as of June 12, 2026
Personal Finance
Current price of oil as of June 12, 2026
By Joseph HostetlerJune 12, 2026
13 hours ago
Analysts expected oil to surge above $200 but China has quietly kept prices half of that—and can’t for much longer
Energy
Analysts expected oil to surge above $200 but China has quietly kept prices half of that—and can’t for much longer
By Sasha RogelbergJune 10, 2026
2 days ago
American taxpayers have spent $33 billion on sports stadiums. They got fewer seats—and higher prices
Success
American taxpayers have spent $33 billion on sports stadiums. They got fewer seats—and higher prices
By Catherina GioinoJune 11, 2026
1 day ago
Current price of oil as of June 11, 2026
Personal Finance
Current price of oil as of June 11, 2026
By Joseph HostetlerJune 11, 2026
2 days 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.