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Why the AI Poker Challenge Is a Red Herring – Albeit a Funny One

February 4, 2026
in Poker News
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Poker social media has been buzzing concerning the newest Kaggle problem, which pitted among the finest and hottest LLMs towards one another in a match that includes three video games: chess, werewolf, and, after all, poker.

The problem itself is about Massive Language Fashions (LLMs), resembling ChatGPT, Gemini, Grok, and Claude. Nevertheless, within the strategy of constructing hype for the match, the LLM half was changed with AI, making a considerably deceptive narrative.

Doug Polk is among the consultants who had been invited to take part within the problem and analyze palms performed by the LLMs, and he’s to this point revealed two movies, with the third and closing one nonetheless to return. In these movies, Polk repeatedly makes use of the time period “Synthetic Intelligence,” which is a misnomer, whether or not accidentally or design.

What we’ve realized from the problem, if we’re being fully blunt right here, is that LLMs are actually unhealthy at poker, struggling to learn their gap playing cards, the board, and even perceive fundamental guidelines of Texas Maintain’em—flushes appear to be a selected ache level.

To those that have been following comparable challenges, this got here as no shock. LLM chess matches are simply hilarious, that includes unlawful strikes, including new items to the board, and extra.

It’s entertaining content material, and when offered by somebody who has a pure humorousness, which Polk definitely does, it’s enjoyable to look at.

Nevertheless, many occasions over, he mentioned (semi-jokingly) that, if that is what AI can do, we’ve got nothing to fret about, which, whether or not you are worried about AI or not, is just a pink herring. The Kaggle problem will not be consultant of AI on a big scale — it reveals a small subset of it (LLMs), positioned in an setting for which they weren’t developed.

Merely put, if you happen to’re utilizing a wonderful software to do a job it’s not meant to do, you’ll be upset. That doesn’t make the software unhealthy, although. In reality, we might go so far as to say that such an software supplies virtually zero related details about the software.

AI Is aware of Poker Fairly Nicely

Poker is a fancy recreation, and we should still be a bit away from the purpose the place AI is crushing human gamers, however it’s nowhere close to as unhealthy as what you may suppose watching these LLMs spew chips like there isn’t any tomorrow.

We all know that computer systems have been superior to people in chess for some time now, and that is now not disputed by anybody. Even one of the best chess gamers on the planet refuse to play AI as a result of it’s pointless. They will’t win.

With the rise of poker solvers and the event of GTO technique, we now have excellent, virtually good mathematical fashions for Maintain’em. A participant able to reproducing this technique 100% would crush it in the long term.

In fact, for a human, it’s unattainable to be taught all of the totally different nodes within the nearly numerous spots, however not for an AI, which is why poker bots are getting more durable and more durable to play towards. And the extra the sport turns into solved, the higher the AI will turn out to be at it.

But, Grok, ChatGPT, Gemini, and the remainder of them appear fully oblivious and play some unusual methods that depend on doubtful and jumbled information units. How can that be?

The Crimson Herring

In on a regular basis discourse, it’s turn out to be fairly frequent to consult with all the pieces that appears prefer it has the power to “suppose” by itself as AI. In actuality, although, LLMs are very unhealthy at “considering” or analyzing issues. That’s no shock, as they weren’t constructed for that function.

As prompt by the phrase “language” within the title, they signify a subset of the bigger AI community, whose main function is gathering and decoding textual content inputs and producing credible, dependable textual content outputs. This makes them stable (albeit not good) to help you when you could analysis a selected matter and write about it.

Nevertheless, their capacity to additional course of the output they produce and use it in an actionable method falls quick, which is one thing we see time and time once more.

When you’ve seen Doug’s movies, you’ll acknowledge this sample. LLMs try to clarify their actions based mostly on the data they gathered, and if you happen to simply skim over it, it seems stable. The language sounds proper, they sound “good”, however while you dig into the precise rationalization, you notice that it is not sensible or, even worse, contradicts itself from one sentence to a different.

LLMs should not utilizing solvers or crunching numbers. Their data is predicated on what they picked up from numerous sources throughout the web, however that sort of studying doesn’t work for very particular issues.

For instance, one cause why these LLMs could also be overly aggressive with trash palms might be that they’d many examples of such palms to undergo. Individuals don’t actually publish about or talk about at size palms the place they opened with 7-4 off and folded to a big 3-bet. There isn’t a lot to dissect there.

Calling a Spade a Spade

Computer systems and AI have modified and can proceed to vary poker. RTA and bots are actual threats that have to be addressed. Is it a doomsday situation? No, I don’t suppose so, however it’s one thing to be very conscious of.

Laughing at LLMs as they wrestle to determine that you just want 5 playing cards of the identical swimsuit to make a flush doesn’t change that. They aren’t and have by no means been a risk to on-line poker. Except you wish to use them as your private coach and take their recommendation at face worth, by which case, good luck.

The entire thing could also be humorous and entertaining, however it’s not stunning. You need to use Microsoft Phrase to edit pictures, too, however everyone knows the tip outcomes of that endeavor depart quite a bit to be desired. On the similar time, simply because Phrase sucks at enhancing pictures, it doesn’t imply we don’t produce other, very highly effective software program to carry out these duties.

The underside line is that some of these matchups are humorous due to misplaced expectations. And I take pleasure in a superb giggle as a lot as the following individual, so no points there. However don’t learn an excessive amount of into it, as there’s way more to AI than LLMs.



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