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

In Latest Man Vs. Machine Battle, the Machine is Winning

Barb Darrow
By
Barb Darrow
Barb Darrow
Down Arrow Button Icon
Barb Darrow
By
Barb Darrow
Barb Darrow
Down Arrow Button Icon
January 12, 2017, 7:17 PM ET

A very interesting contest is taking place at the Rivers Casino in Pittsburgh where four of the world’s best poker players are playing against a machine. And as of now anyway, the machine is winning.

In this case the machine, named Libratus, is using artificial intelligence (AI) technology developed at nearby Carnegie Mellon University, a hot bed of AI and robotics research.

The tournament kicked off Wednesday with odds makers favoring the human players 4 or 5 to 1 over Libratus. “But we ended up ahead,” Tuomas Sandholm, CMU professor of computer science told Fortune over the phone, sounding delighted. And that was before Thursday afternoon’s action, at which time Libratus was extending its lead. There’s a live feed if you need play by play.

But still, Sandholm knows the war has just begun. The “Brains Vs. Artificial Intelligence: Upping the Ante” contest calls for 120,000 hands of Heads-Up No-Limit Texas Hold ’em poker to be played over 20 days. Believe it or not that is possible, Sandholm said, with play starting at 11 a.m. and ending at 7 p.m. each day.

And, if the human players—Jason Les, Dong Kim, Daniel McAulay, and Jimmy Chou—prevail, they will share $200,000 in prize money.

In a similar tournament of 80,000 hands of poker played last year, the machine, an earlier iteration of the AI lost, but just barely, to the humans. Team CMU is hoping for a different outcome this time.

This marathon contest is part of the university brain trust’s attempt to show that AI, which has already prevailed against humans in tic-tac-toe, checkers, chess, and Go—can do the same in this particular game.

Here’s why this is a tougher challenge: In poker a single player gets an incomplete view of the overall game. For one thing, players have no idea who holds the outstanding cards, and for another, opponents purposely obfuscate their strategy. In short, they bluff.

“Poker requires intentional deception and withholding of information, and that makes it very hard for computers,” Andrew Moore, dean of CMU’s School of Computer Science, told Fortune during an interview last week.

Sandholm agreed. “What’s so hard is there is imperfect information unlike in chess, checkers or tic-tac-toe,” he noted over the phone on Thursday. “You don’t really know the state of the game and you don’t really know what’s happened in the past since the other players are shielding it from you. You don’t know their cards.”

AI seems to have figured out other, less difficult versions of poker—AI technology from the University of Alberta, Edmonton, Canada, beat humans at Head’s Up Limited Hold ‘Em, for example. But the current task is harder.

As technical journal IEEE Spectrum put it:

…heads-up, no-limit Texas Hold’em represents an especially complex challenge with 10160 possible plays at different stages of the game (possibly more than the number of atoms in the universe). Such complexity exists because this two-player version of poker allows for unrestricted bet sizes.

Running through all those scenarios requires heavy-duty number crunching. The CMU team used “tens of millions of hours of CPU time” at a large Pittsburgh supercomputer to create the models used in this work, Moore said. A CPU or central processing unit is a common measure of computer power.

But in the end, this is about much more than winning poker. It’s about the use of computation and game theory, as espoused by mathematician John Nash (the subject of the 2002 multi-Oscar-winning film A Beautiful Mind) in many applications. Game theory is the practice of applying mathematical models to the interactions among two or more players or participants. It is applicable to what we literally know as games (poker and chess, for example) but also to political, financial, and social interactions.

For more on AI, watch:

Anything involving negotiations could use this sort of AI model to finagle the best deal, Moore said.

“The reason this poker tournament is important and not just scientifically interesting is that it will show we can program computers to be deceptive,” he said. That means a computer, perhaps even your smart phone and the virtual assistant running on it, can act as your agent in transactions.

Get Data Sheet, Fortune’s technology newsletter.

In a basic example, he said if Amazon’s (AMZN) Alexa, Apple’s (AAPL) Siri, or Google’s (GOOG) Now is endowed with this sort of AI, it can act in your behalf.

Say you need a ride home. Your bot will know what you’re willing to pay but won’t necessarily disclose that to Uber (UBER) or Lyft. Instead it will negotiate with them to get the best price by not tipping your hand. Now imagine applying that AI to multi-million-dollar trade deals or other financial transactions stock transactions or real estate deals.

“That’s the sort of computing you’d have to do. And thanks to John Nash, there will be a mathematical way to do it.” Moore added.

The possible problems that could arise from willfully deceptive AI models, are fodder for another story but that’s for another day.

Editor’s Note: (Jan. 12, 2017 9:20 p.m.) This story was updated to correct Tuomas Sandholm’s quote. He said the team ended up ahead, not that it won, after the first day.

About the Author
Barb Darrow
By Barb Darrow
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

UFO files show Buzz Aldrin saw a ‘sizeable’ object close to the moon and a ‘fairly bright light source’ that the Apollo 11 crew felt could be a laser
Innovationspace
UFO files show Buzz Aldrin saw a ‘sizeable’ object close to the moon and a ‘fairly bright light source’ that the Apollo 11 crew felt could be a laser
By Seung Min Kim, Collin Binkley and The Associated PressMay 9, 2026
2 hours ago
joaquin
Commentary250 Years of Innovation
Johnson & Johnson CEO: America’s innovation advantage starts with health 
By Joaquin DuatoMay 9, 2026
5 hours ago
Qualcomm’s CEO is working with ‘pretty much all’ major AI players on top-secret devices—and powering OpenAI’s first push into hardware
AIQualcomm
Qualcomm’s CEO is working with ‘pretty much all’ major AI players on top-secret devices—and powering OpenAI’s first push into hardware
By Eva RoytburgMay 9, 2026
6 hours ago
reed
CommentaryRetirement
Tim Cook and Reed Hastings just showed every CEO how to leave gracefully
By Paul HardartMay 9, 2026
7 hours ago
Companies are abandoning ‘peanut butter’ raises as pay-for-performance takes over the workplace in the AI era
Future of WorkTech
Companies are abandoning ‘peanut butter’ raises as pay-for-performance takes over the workplace in the AI era
By Marco Quiroz-GutierrezMay 9, 2026
9 hours ago
Goldman Sachs’ tech boss says tracking individual AI usage isn’t useful. He just watches how fast his 12,000 engineers move from idea to production
AIBanks
Goldman Sachs’ tech boss says tracking individual AI usage isn’t useful. He just watches how fast his 12,000 engineers move from idea to production
By Marco Quiroz-GutierrezMay 8, 2026
22 hours ago

Most Popular

California farmers must destroy 420,000 peach trees after Del Monte closes its canneries and cancels more than $550 million in long-term contracts
North America
California farmers must destroy 420,000 peach trees after Del Monte closes its canneries and cancels more than $550 million in long-term contracts
By Sasha RogelbergMay 7, 2026
2 days ago
A Michigan farm town voted down plans for a giant OpenAI-Oracle data center. Weeks later, construction began
Magazine
A Michigan farm town voted down plans for a giant OpenAI-Oracle data center. Weeks later, construction began
By Sharon GoldmanMay 6, 2026
3 days ago
'Blue dot fever' plagues musicians like Post Malone, Meghan Trainor, and Zayn as a growing list of artists cancel tours due to lagging ticket sales
Arts & Entertainment
'Blue dot fever' plagues musicians like Post Malone, Meghan Trainor, and Zayn as a growing list of artists cancel tours due to lagging ticket sales
By Dave Lozo and Morning BrewMay 7, 2026
2 days ago
Current price of oil as of May 8, 2026
Personal Finance
Current price of oil as of May 8, 2026
By Joseph HostetlerMay 8, 2026
1 day ago
The CEO of Maersk, which ships 14% of everything you buy, said the Iran war is adding $500 million in monthly costs it's trying not to pass down
Energy
The CEO of Maersk, which ships 14% of everything you buy, said the Iran war is adding $500 million in monthly costs it's trying not to pass down
By Sasha RogelbergMay 8, 2026
23 hours ago
Airbnb CEO Brian Chesky warns two types of people won’t survive the AI era: ‘pure people managers’ and workers who resist change
Success
Airbnb CEO Brian Chesky warns two types of people won’t survive the AI era: ‘pure people managers’ and workers who resist change
By Emma BurleighMay 7, 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.