Close Menu
NCIJ Network NCIJ Network
    What's Hot

    Capital One closed hundreds of Trump bank accounts for ‘anti-money laundering reasons,’ lawsuit says

    August 4, 2026

    Spain and fellow EU nations bury the hatchet after Ceuta migration discord

    August 4, 2026

    Government contracts to require job creation instead of green targets under new rules | Unemployment

    August 4, 2026
    Facebook X (Twitter) Instagram
    Trending
    • Capital One closed hundreds of Trump bank accounts for ‘anti-money laundering reasons,’ lawsuit says
    • Spain and fellow EU nations bury the hatchet after Ceuta migration discord
    • Government contracts to require job creation instead of green targets under new rules | Unemployment
    • Primary Elections Live Updates: Michigan’s Senate Battle Divides Democrats
    • SpaceX made more revenue as an AI company than a space company
    • Phishing service spoofs RingCentral to steal Microsoft 365 accounts
    • US Treasury borrowing rises $68B as reserves fall
    • Strange quantum experiment shows “negative time” is more than an illusion
    • About
      • Our Team
      • Editorial Policy
      • Editorial Independence
      • International Support
    • Trust & Standards
      • AI Usage Policy
      • Conflict of Interest Policy
      • Corrections Policy
      • Ethics Policy
      • Fact-Checking Policy
      • Source Protection
    • Get Involved
      • Guide for Sources
      • Support Independent Journalism
    • Legal
      • Cookie Policy
      • Privacy Policy
      • Terms of Use
    Facebook X (Twitter) Instagram
    NCIJ Network NCIJ Network
    Tuesday, August 4
    • Home
    • World
    • Ai
    • Business
    • Politics
    • Health
    • Crypto
    • Science
    • Technology
    • Cybersecurity
    • Defense & Security
    • Economy
    • Energy
    • Europe
    • More
      • Fact Check
      • Investigations
      • Opinion & Analysis
      • Environment
    NCIJ Network NCIJ Network
    Home»Technology

    Is This Poker Player Bluffing? The AI Thinks So

    NCIJ NETWNCIJ NETWORKBy NCIJ NETWNCIJ NETWORKAugust 4, 2026 Technology No Comments4 Mins Read
    Share
    Facebook Twitter LinkedIn Pinterest Email

    Any AI looking at the footage would face the same issue, even for a tournament as long as the Main Event.

    More Than Just Cookies

    Tell detection is nuanced work, and pros are dubious that a camera-based AI tool can effectively do it better than a human.

    Most nonplayers’ exposure to the importance of poker tells comes from the penultimate scene in the 1998 film Rounders. Matt Damon’s character, Mike McDermott, folds a monster hand to John Malkovich’s Teddy KGB after recognizing that the gangster has him beat—and McDermott discovers this after spotting a tell based on KGB’s habit of eating Oreos at the table. It’s arguably the most memorable poker scene in movie history because it perfectly expresses the battle of wits that underlies every poker game, even though in reality it’s quite reductive.

    “To reference the Rounders Oreo cookie tell, it’s a little more abstract than that,” says Shaun Deeb, a two-time winner of the WSOP Player of the Year award and one of the most recognizable players in the game. (Deeb also made a deep run in the 2026 Main Event, finishing 15th.)

    “Physical tells are so much more expansive than I think the public realizes,” Deeb says. “There are leg tells, checking tells, verbal tells, breathing tells, pulse tells. There’s an insane amount of tells available, and most of those can’t be picked up by a camera.”

    An AI can track visual and audio patterns, but it can’t deduce intention; the former is only so valuable without the latter. Even if the tool was hypothetically perfect at determining when a player was projecting confidence or weakness, that alone isn’t a road map to deciphering their actual hand.

    “How strong is two pair to one player versus another player?” says Gagliano. “Maybe someone is extra confident with a hand that’s actually weak for the situation, but for some reason they think they have the best hand, so they’re really confident.

    “Maybe if I was playing a casual tournament, I would think my two pair is extremely strong. But in the Main Event I’m still a little nervous, because it’s a high-stakes situation. So maybe my body language is referencing the situation rather than the hand strength.”

    For a broadcast entertainment tool, those flaws aren’t necessarily a deal-breaker. No one is expecting some all-knowing oracle—Geel, the tool’s creator, least of all. He’s transparent about the fact that a larger sample of hands would be better for his tool, telling WIRED via email that he’s run some blind tests on other poker competitions with mixed results.

    Maybe the feature adds value for some ESPN viewers, though players like Deeb are skeptical even of that. “I think they randomly found something to try to make it like another sport, and I just think it was swing-and-a-miss,” Deeb says.

    While viewers saw the tool in action during portions of the tournament broadcast in July, a representative from Omaha Productions, a company licensed by ESPN for WSOP and other sports coverage, said in a text message that the tool would not be used for the final table. The representative declined to provide any reasoning for that decision.

    Watching the Detectives

    As AI continues to improve, even skeptics concede it’s possible tools like these evolve rapidly and will likely be applied for financial gain. Within poker’s “high-roller” tournament scene, where the buy-ins frequently reach six figures, a small pool of mostly recognizable professionals play each other in events that are often broadcast. It’s possible that hundreds or even thousands of hours of footage exist of these top players, many of whom play dozens of such events every year. It’s already common for poker players to study streamed and broadcast footage to gather info on their regular opponents. Could improved AI optimize that very human process?

    Deeb, for one, isn’t worried. As a top pro, he’s frequently been hired to coach players as they make deep runs in the Main Event; he says that process has often included bringing in a hand-picked live tells specialist to observe both opponents and the client themselves (to see if they have any glaring tendencies that should be corrected). A close friend of Deeb’s was watching the streams during his run this year as well, doing the same thing on his behalf.

    Bluffing Player Poker thinks
    NCIJ NETWNCIJ NETWORK
    • Website

    Keep Reading

    SpaceX made more revenue as an AI company than a space company

    Marshall Stanmore IV vs. Sonos Era 300: I tested both to find the ultimate home speaker

    How an OpenAI influencer trip backfired 

    Sennheiser Momentum 5 vs. Bowers & Wilkins Px7 S3: I tested both, and one wins nearly every metric

    The Ninja Slushi makes vacation-worthy frozen drinks, and I highly recommend it (especially on sale)

    Landmark Deal Would Officially Add Laser Weapons to US Army Arsenal

    Add A Comment
    Leave A Reply Cancel Reply

    Editors Picks

    Capital One closed hundreds of Trump bank accounts for ‘anti-money laundering reasons,’ lawsuit says

    August 4, 2026

    Spain and fellow EU nations bury the hatchet after Ceuta migration discord

    August 4, 2026

    Government contracts to require job creation instead of green targets under new rules | Unemployment

    August 4, 2026

    Primary Elections Live Updates: Michigan’s Senate Battle Divides Democrats

    August 4, 2026
    Latest Posts

    Oil prices hit $100 for the first time since May

    July 23, 2026

    Pew Survey: China May Be Liked More, but It Is Celebrating a Race It Never Ran

    July 23, 2026

    Yinson Production and PTSC’s FSO heads off to Southeast Asian oil project

    July 23, 2026

    Subscribe to News

    Get the latest sports news from NewsSite about world, sports and politics.

    NCIJ Network is an independent digital news platform delivering trusted investigative journalism, European and global news, in-depth analysis, and fact-based reporting with accuracy, transparency, and integrity.

    Facebook X (Twitter) Instagram Pinterest YouTube

    Capital One closed hundreds of Trump bank accounts for ‘anti-money laundering reasons,’ lawsuit says

    August 4, 2026

    Spain and fellow EU nations bury the hatchet after Ceuta migration discord

    August 4, 2026

    Government contracts to require job creation instead of green targets under new rules | Unemployment

    August 4, 2026

    Subscribe to Updates

    Get the latest creative news from FooBar about art, design and business.

    Type above and press Enter to search. Press Esc to cancel.