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Over the past month, an AI <keyword id="23385" type="UNKNOWN" weightage="20" keywordseo="Poker">poker</keyword> bot called <keyword id="4101955" type="UNKNOWN" weightage="20" keywordseo="libratus">Libratus</keyword> played thousands of games of heads-up, no-limit Texas hold'em against top professional players at Rivers Casino in <keyword id="50376" type="COMPANY" weightage="20" keywordseo="Pittsburgh">Pittsburgh</keyword>. What's more, it beat them all.<br />
<br />
<strong>The Game</strong><br />
<br /> The Brains versus <keyword id="107950" type="TECHNOLOGY" weightage="20" keywordseo="artificial-intelligence">Artificial Intelligence</keyword> competition saw four human players – Dong Kim, Jason Les, Jimmy Chou and Daniel McAulay – spend 10 hours each day stationed at computer screens – playing against a piece of software at no-limit Texas Hold'em. Libratus defeated them all, winning more than $1.7 million in chips.<br />
<br />
Machines have already become smart enough to beat humans at other games, for example, chess and Go, yet poker is more troublesome because it's a game with imperfect information. With chess and Go, each player can see the entire board, however with poker, players don't get the opportunity to see each other's hands.<br />
<br />
Furthermore, the AI is required to bluff and effectively interpret misleading information keeping in mind the end goal to win.<br />
<br />
Regardless of the pure ability of the humans and the AI, it seems clear that the pros will be less compelling as the tournament goes on. Ten hours of poker a day for 20 days straight against an emotionless computer was exhausting and demoralizing. And keeping in mind that the humans sleep at night, Libratus takes the supercomputer powering its in-game decision making and applies it to refining its overall strategy.<br />
<br />
For the AI, however, this is just a beginning. Having demonstrated that it's conceivable to beat the professionals, there is now a clear context to bite on: multi-player no-limit Texas hold'em. In any case, the game theory used as a part of the present software falls down when there's more than one opponent, and it's not clear what method to use.

This AI-Poker bot won $1.7 million defeating the
world’s top pros<b></b>

<ul class="summary-list"><li>Tyrannosaurs were some of the most formidable predators of their time, known to eat large herbivores.</li><li>Researchers found the well-preserved remains of bird-like dinosaurs inside a tyrannosaur's stomach.</li></ul><p>A 75-million-year-old fossil of a juvenile tyrannosaur helps explain why the <a target="_blank" href="https://www.businessinsider.com/huge-skull-of-ancient-apex-predator-in-the-ocean-discovered-in-dorset">apex predators</a> ruled the food chain, new research shows.</p><p>According to a <a target="_blank" href="http://www.science.org/doi/10.1126/sciadv.adi0505">study published Friday</a> in the peer-reviewed journal Science Advances, scientists recently examined fossils of a 13-foot-long Gorgosaurus libratus — a cousin of the <a target="_blank" href="https://www.businessinsider.com/over-a-billion-t-rexes-lived-on-earth-where-are-the-bones-2023-5">Tyrannosaurus rex</a> that lived 75 million years ago — in Alberta, Canada.</p><p>Tyrannosaurs, which include Gorgosaurus, were some of the most formidable predators of their time. Evidence suggests that older tyrannosaurs typically ate large herbivores.</p><p>What makes this specimen unique, however, is the <a target="_blank" href="https://www.businessinsider.com/gold-miner-discovers-mummified-squirrel-mangled-fur-ball-yukon-2023-4">well-preserved fossilized remains</a> of two bird-like dinosaurs in the tyrannosaur's stomach, which offers insight into <a target="_blank" href="https://www.businessinsider.com/t-rex-discoveries-hunted-walked-growth-2021-4">how juveniles hunted</a> differently from adults of the species.</p><p class="p1">"This is the first time that such well-preserved stomach contents have been found inside the skeleton of a large species of tyrannosaur," <a target="_blank" href="https://ucalgary.ca/news/whats-dinner-ucalgary-paleontologist-finds-out-through-remarkable-specimen"><u>Darla Zelenitsky,</u></a> the co-author of the study, said.</p><div type="image" title="A fossilized 75 million year old skeleton of a juvenile Gorgosaurus." height="2513" width="2388" msid="105969042" hostid="261" sizebytes="1147562"></div><h2>How the Tyrannosaur became the apex predator of its time</h2><p>The creature weighed over 700 pounds — only around 10% of the mass of an adult— and was believed to have died young, between the ages of five and seven. The fossil was first found in 2009 in Dinosaur Provincial Park, Canada.</p><p>According to the study, adults and juveniles didn't compete for prey — as a juvenile, the tyrannosaurs sought out smaller prey, due to their "narrow skulls, blade-like teeth, and long slender hind limbs," the researchers reported.</p><p class="p1">Adults, however, had "massive skulls and large incrassate teeth and were capable of generating bone-crushing bites" that could take on larger prey, according to the study.</p><p>Because juveniles weren't competing with adults, this, "allowed juvenile and adult tyrannosaurids to coexist in the same ecosystem with limited conflict," and likely why the species dominated the top of the food chain, the researchers reported.</p><p class="p1">"Tyrannosaurids occupied both mesopredator and apex predator roles during their life span, a factor that may have been key to their evolutionary success," the study said.</p><h2>Tyrannosaurs were smart, picky eaters</h2><p>Looking at the fossilized remains of the tyrannosaur's prey, the researchers only found evidence of the prey's hindlimbs, suggesting that the tyrannosaur was focused on the animals' meaty thighs for its meal, according to the study.</p><p>"The rock within the ribcage was removed to expose what was hidden inside. Lo and behold, the complete hind legs of two baby dinosaurs, both under a year old, were present in its stomach," according to study coauthor François Therrien.</p><p>A picky palate can be associated with a high level of intelligence. Orcas, for example, are considered one of, if not the, <a target="_blank" href="https://www.businessinsider.com/why-orcas-are-apex-predator-ocean-brain-scans-2023-5">smartest marine animals </a>on Earth today, and they are <a target="_blank" href="https://www.businessinsider.com/killer-whales-likely-ate-liver-half-eaten-great-white-shark-2023-10">notoriously picky eaters</a>, sometimes targeting sharks just for the liver and leaving the rest of the body to wash ashore and rot.</p><p class="p1">Thomas Carr, an associate professor of biology at Wisconsin's Carthage College who wasn't involved in the study, <a target="_blank" href="https://www.wsj.com/science/tyrannosaur-dinosaur-fossil-preserved-stomach-47d50f18">told the Wall Street Journal</a> that the juveniles were "smart, picky eaters."</p><p class="p1">Saying tyrannosaurs were the orcas of their time might be a stretch. But it's probably safe to say that tyrannosaurs were not only ruthless predators but intelligent ones, at that.</p><p class="p1">In other words, they're not necessarily an animal that humans would want to coexist with today.</p>

A one-of-a-kind Tyrannosaur fossil helps explain why these predators ruled the top of the food chain

<p></p><div class="KonaFilter image-container display-table float_right"><div><div class="image on-image"></div><p></p></div></div>When it comes to poker, humans have traditionally had the upper hand on computers.<p>But this week, <a href="http://www.cs.cmu.edu/news/carnegie-mellon-artificial-intelligence-beats-top-poker-pros" target="_blank">it was announced</a> that four of the world's best poker players lost nearly $1.8 million (£1.4 million) to an artificial intelligence (AI) program developed by scientists from Carnegie Mellon University (CMU).</p><p>The professional players - Dong Kim, Jimmy Chou, Daniel McAulay, and Jason Les - took on the "Libratus" AI agent at a version of poker called no-limit heads-up Texas hold 'em.</p><p>The marathon match, held at Rivers Casino in Pittsburgh, Pennsylvania, lasted for 30 days but in the end the AI won $1,776,250 (£1,408,743) over 120,000 hands.</p><p>It involved the human players staring at a computer screen for 10 hours a day and being repeatedly trounced by Libratus, <a href="https://www.theregister.co.uk/2017/02/01/machines_can_now_conquer_poker/" target="_blank">according to The Register</a>.</p><p>The pros will split a $200,000 (£159,000) prize purse based on their respective performances during the event.</p><p></p><div class="KonaFilter image-container display-table"><div><div class="image on-image"></div><p></p></div></div><p>The victory is being hailed as a major breakthrough by those that developed the AI. Tuomas Sandholm, cocreator of&#xa0;<a href="https://www.theregister.co.uk/2017/01/06/ai_poker_bot_to_compete_against_top_players_in_tournament/" target="_blank">Libratus</a> and a machine learning professor at CMU, hailed the event as a landmark moment.</p><p>The researchers said that the victory was only possible thanks to a supercomputer, which the AI used to compute its strategy before and during the event.</p><p>In a statement on the university's website, Sandholm described how Libratus improved as the match went on.</p><p>"After play ended each day, a meta-algorithm analysed what holes the pros had identified and exploited in Libratus' strategy," Sandholm said. "It then prioritised the holes and algorithmically patched the top three using the supercomputer each night. This is very different than how learning has been used in the past in poker. Typically, researchers develop algorithms that try to exploit the opponent's weaknesses. In contrast, here the daily improvement is about algorithmically fixing holes in our own strategy."</p><p>Andrew Ng, chief scientist of Chinese tech giant Baidu, compared the victory to when <a href="http://uk.businessinsider.com/google-deepmind-ai-alphago-defeats-human-lee-sedol-go-in-south-korea-2016-3" target="_blank">DeepMind's AlphaGo agent beat Lee Se-dol at Go</a> and IBM's Deep Blue, which became the first chess playing programme to beat a human world champion.</p><div></div>    <div class="margin-top">        <h3>NOW WATCH: <a href="http://www.businessinsider.com/how-to-escape-from-quicksand-2017-1">How to escape quicksand - it's easier than you might think</a></h3>        <div>            <div>        <div class="ooyala-video-player" data-video-autoplay="false" data-video-id="wyZ3IyOTE6PPtlFrs8W6Lmm_gTxS1pcg" data-player-variable="ooyalapopvideo" id="ooyalaplayer_popvideo" style="width:1280px;height:720px"></div>        </div>        </div>            </div>

4 poker pros lost $1.8 million to an AI program

<p><div class="KonaFilter image-container display-table"><div><div class="image on-image"><p class="source"><span>Terminator Salvation</span></p><p class="caption">Mankind's last stand against the machines?</p></div><p></p></div></div>A few days ago, it looked like AI was about to conquer No Limit Head's Up Texas Hold'em poker. Suddenly, the human poker pros have started making a comeback.</p><p>Poker bot Libratus, a bot made at Carnegie Mellon University, is facing four human pros in a 20-day, 120,000 hand competition in Pittsburgh. After day one, Libratus was up $82,000. "<a href="http://www.theverge.com/2017/1/12/14250420/ai-beating-humans-poker-tournament-cmu-libratus"><span>AI is crushing humanity at poker</span></a>," declared The Verge. After day two, the bot's lead was up to $150,000; after day three, it was at $193,000.</p><p>But then the humans started winning. After day four, Libratus' lead fell to $151,000. After day six it plunged to $51,000. (You can see the latest <a href="https://www.riverscasino.com/pittsburgh/BrainsVsAI/"><span>here</span></a>).</p><p>"We got off to a bad start, which I believe is kind of expected," one of the players, Jason Les, said by email. "Those first hands we play without any idea how our opponent plays and it took us a while to study and get an understanding of what was going on."</p><p>Les also represented humanity in a 2015 competition against CMU's Claudico bot, which the humans narrowly won. He says that the latest bot is a major step forward.</p><p>"I believe Libratus would destroy Claudico by a good margin," he wrote.</p><p>Yet the humans appear to be finding weaknesses to exploit. While Les wouldn't elaborate on what they were, he said that the humans were getting together for a few hours every night to develop strategies.</p><p>Creativity and adaptivity are, for now, <a href="http://www.businessinsider.com/humans-better-than-robots-at-these-skills-2017-1">areas where humans outperform robots</a>.</p><p>Libratus, created at CMU by Tuomas Sandholm and PhD student Noam Brown, aims to be the first bot that can beat top human players at Head's Up No-Limit Hold'em. Head's up means a game with two players: it's easier to solve than group poker games. No-limit means there's no limit to bets: it's harder to solve than limit hold'em, which a bot from the University of Alberta <a href="http://www.theverge.com/2015/1/8/7516219/Texas-Hold-Em-poker-solved-computer-program-cepheus"><span>conquered in 2015</span></a>.</p><p>Why should we care about the rise of poker AI? Aside from how it is <span><span><a href="http://www.businessinsider.com/ai-is-changing-poker-2017-1">making humans much better at poker</a>, it could help </span></span>solve real-world problems that, like poker, involve incomplete information. For instance: negotiations.</p><p>"In the real world, all of the relevant information is not typically laid out neatly like pieces on a chessboard," Brown writes in an email. "There will be important information that is missing or hidden, and the AI needs to be able to handle that." </p>    <div class="margin-top">        <h3>NOW WATCH: <a href="http://www.businessinsider.com/hatchimals-will-not-hatch-parents-not-pleased-holiday-toy-2016-12">'We watched our kids cry on Christmas': Parents are furious after disaster with the holidays' hottest toy</a></h3>        <div>            <div>        <div class="ooyala-video-player" data-video-autoplay="false" data-video-id="FjeGZtODE6WWgqQb0IC-weMyZEINUmAs" data-player-variable="ooyalapopvideo" id="ooyalaplayer_popvideo" style="width:1280px;height:720px"></div>        </div>        </div>            </div>

Humanity is making a comeback against AI in the ultimate poker showdown

<p><div class="KonaFilter image-container display-table float_right"><div><div class="image on-image"><p class="source"><span>Paramount Pictures</span></p><p class="caption">Robots: good at poker.</p></div><p></p></div></div>For a few days, <a href="http://www.businessinsider.com/poker-ai-humans-libratus-2017-1"><span>it looked like the humans had it figured out</span></a>. Four poker pros facing off against the Libratus AI in a 20-day no-limit Texas Hold'em competition pulled back from an early $193,000 deficit with big wins on days four and six, bringing the deficit down to to $51,000, with one human, Dong King, up $33,000.</p><p>"It took us a while to study and get an understanding of what was going on," one of the pros, Jason Les, wrote in an email.</p><p>But then the bot started winning again and big. By the end of day 10, it was up a likely insurmountable $677,000, with all of the humans down six figures. <span>(You can see the latest </span><a href="https://www.riverscasino.com/pittsburgh/BrainsVsAI/"><span>here</span></a><span>).</span></p><p>What happened? Simply said, the bot is learning.</p><p>"We can't talk about Libratus's techniques in detail until the match is over," bot co-creator Tuomas Sandholm wrote in an email. "However, I can say this. Libratus's algorithms runs all the time on the supercomputer, so the supercomputer keeps outputting improved strategies every day."</p><p>By the end of January, AI will likely have <a href="http://www.businessinsider.com/ai-vs-humans-in-different-games-2016-11"><span>beaten humans on yet another competition</span></a>. For what it's worth, AI still hasn't beaten humans in group no-limit Hold'em, but we can't imagine it will be long.</p><p>Sandholm and Noam Brown created Libratus at Carnegie Mellon University. Their previous bot, Claudico, failed to beat human pros in a 2015 competition.</p><p>Teaching AI poker could have significance outside of the poker world (although it has already <a href="http://www.businessinsider.com/poker-ai-humans-libratus-2017-1"><span>transformed how humans play poker</span></a>). For one thing, it's a way of teaching AI to work with incomplete information, which comes up in real world situations like negotiations.</p><p>"In the real world, all of the relevant information is not typically laid out neatly like pieces on a chessboard," Brown wrote in an email. "There will be important information that is missing or hidden, and the AI needs to be able to handle that."</p>    <div class="margin-top">        <h3>NOW WATCH: <a href="http://www.businessinsider.com/all-of-the-rumors-about-samsung-galaxy-s8-2017-1">Here's everything we know about the Samsung Galaxy S8 - Samsung's most important phone</a></h3>        <div>            <div>        <div class="ooyala-video-player" data-video-autoplay="false" data-video-id="x1c24wOTE6i1vE-ZYDimMs1EnaI2qwfB" data-player-variable="ooyalapopvideo" id="ooyalaplayer_popvideo" style="width:1280px;height:720px"></div>        </div>        </div>            </div>

The world's best poker bot is learning, now crushing humanity again

<p><div class="KonaFilter image-container display-table"><div><div class="image on-image"><p class="source"><span><a href="https://en.wikipedia.org/wiki/Texas_hold_'em#/media/File:Texas_Hold_%27em_Hole_Cards.jpg">Thomas van de Weerd on Wiki</a></span></p></div><p></p></div></div>A bunch of top poker pros are getting ready to take on Libratus, the latest and greatest poker bot, in <a href="https://www.cs.cmu.edu/news/upping-ante-top-poker-pros-face-vs-artificial-intelligence-0"><span>a 20-day Heads-Up No-Limit Texas Hold</span><span>'</span><span>em challenge</span></a>. Since the bot's predecessor, Claudico, was almost good enough to beat top players, and Libratus is supposed to be a lot better, the humans could be in trouble. On the other hand, humans are getting better, too, says competitor Jason Les.</p><p>"From the human side, poker has gotten much tougher in the last 20 months," Les told Caregie Mellon University, which developed the bot.</p><p>Les says that humans are getting better at poker thanks to computer-assisted analysis tools like PioSOLVER and PokerSnowie. In particular, players are starting to bet more aggressively to obtain small advantages.</p><p>As for how this plays out in Hold'em, a game where players can bet after being dealt two cards ("the pocket") and again after seeing three shared cards ("the flop") and a fourth shared card ("the turn") and a fifth shared card ("the river"), Les gave a couple of examples:</p><p>-Higher three-bets (i.e., responding to a raise in the initial round of betting with a new and particularly large raise). Les, in an email, writes that three-bets these days are often 50% larger than they used to be. Players are "trying to make the pot very large with their good hands and some bluffs … therefore, charging people a very big price to see the flop or attempt to four-bet back at them."</p><p>-More frequent continuation betting (i.e., when a player who raised in the initial round of betting raises again in the second round). Les writes: "I think players are liking this strategy because it doesn't let their opponent see the turn for free … they have to pay a little if they want to further realize their equity."</p><p>Both of those tactics may seem obvious, but it takes computer analysis to recognize how significant small advantages like that can be.</p><p>Poker is well behind chess in this way: the king's game was, after all, <a href="http://www.businessinsider.com/ai-vs-humans-in-different-games-2016-11">conquered by AI back in the 90s</a>, and it has turned into a game of tiny advantages thanks to decades of computer analysis.  Poker, which requires information based on incomplete information as well as tactics like bluffing, is a lot harder. But AI is catching up.</p><p>"AI's influence over poker has been much more of a recent effect on the game. Quite frankly, the tools just weren't there 10 years ago," Les writes.</p><p>AI tools are not only helpful for pros trying to find small advantages, but also for amateurs looking to pick up the game.</p><p>Les <a href="https://www.pokernews.com/news/2015/07/jason-les-claudico-challenge-interview-22251.htm"><span>made a big comeback against Claudico</span></a> in the 2015 competition, beating it in the end. He explains that he was ultimately able to figure out weaknesses he could exploit.</p><p>"Playing this type of a computer … the goal is to find any area it may be weak and take as much advantage of that weakness as possible. Unlike a human, you don't have a concern with what your opponent is thinking of you or how ridiculous your strategy may look," Les writes.</p><p>He says the pros realized in particular that Claudico was limping (that is, calling rather than raising in the small blind position) on too many bad hands, inadvertently revealing when it was in a bad position.</p><p>Libratus, created at CMU by Tuomas Sandholm and PhD student Noam Brown, aims to be the first bot that can beat top human players at Head's Up No-Limit Hold'em. Head's up means a game with two players <span>- </span>it's easier to solve than group poker games. No-limit means there's no limit to bets: it's harder to solve than limit hold'em, which a bot from the University of Alberta <a href="http://www.theverge.com/2015/1/8/7516219/Texas-Hold-Em-poker-solved-computer-program-cepheus"><span>conquered in 2015</span></a>.</p><p>Figuring out poker could help AI researchers take on real-world problems involving incomplete information, such as negotiations where each side is hiding information.</p><p>"In the real world, all of the relevant information is not typically laid out neatly like pieces on a chessboard," Brown writes in an email. "There will be important information that is missing or hidden, and the AI needs to be able to handle that."</p>    <div class="margin-top">        <h3>NOW WATCH: <a href="http://www.businessinsider.com/why-iphone-8-better-than-7-rumors-7-2016-12">Forget the iPhone 7 - here are 11 reasons the next iPhone will blow everyone away</a></h3>        <div>            <div>        <div class="ooyala-video-player" data-video-autoplay="false" data-video-id="hjOGpsODE6OFSNEzPzsiuHzXatNw1z13" data-player-variable="ooyalapopvideo" id="ooyalaplayer_popvideo" style="width:1280px;height:720px"></div>        </div>        </div>            </div>

Poker players are getting much better thanks to AI

<p><div class="KonaFilter image-container display-table float_right"><div><div class="image on-image"><p class="source"><span>AP</span></p><p class="caption">Donald Trump.</p></div><p></p></div></div>Good morning! Here's the tech news you need to know to start your week.</p><p><strong>1. <a href="http://www.businessinsider.com/samsung-issues-galaxy-note-7-battery-report-2017-1">Samsung has announced what caused the Galaxy Note 7 to explode.</a></strong> A bad battery design and the rush to release an updated version caused the dangerous smartphone defect.</p><p><strong>2. <a href="https://techcrunch.com/2017/01/22/hugo-barra-is-leaving-his-position-as-head-of-international-at-xiaomi-after-3-5-years/">Hugo Barra, the ex-Google executive who led Xiaomi's international expansion, has quit.</a> </strong>TechCrunch reports he is leaving the Chinese tech company and returning to the US.</p><p><strong>3. <a href="http://www.wsj.com/articles/yahoo-faces-sec-probe-over-data-breaches-1485133124">US regulators are investigating whether Samsung should have reported its two huge data breaches sooner, The Wall Street Journal reports.</a></strong> The SEC's investigation could set a precedent for how companies deal with major hacks.</p><p><a href="http://www.businessinsider.com/samsung-issues-galaxy-note-7-battery-report-2017-1"></a><a href="http://www.businessinsider.com/uber-top-executives-power-players-2017-1"></a><strong>4. <a href="http://www.businessinsider.com/apple-sues-qualcomm-2017-1">Apple is suing Qualcomm, one of its most important suppliers.</a> </strong>Apple accuses it of withholding $1 billion (£800 million) in rebates.</p><p><strong>5. <a href="http://www.businessinsider.com/about-700-microsoft-employees-to-be-laid-off-sources-say-2017-1">About 700 Microsoft employees will be laid off next week, sources say.</a></strong> It is expected to coincide with the company's quarterly earnings on January 26.</p><p><strong>6. <a href="http://gizmodo.com/twitter-apologizes-for-making-people-follow-donald-trum-1791468200">Twitter has apologised for making people follow Donald Trump against their will, Gizmodo reports.</a></strong> The social network accidentally made people who chose to follow Barack Obama follow the new president as well.</p><p><strong>7. <a href="http://www.theverge.com/2017/1/22/14350496/secure-email-service-lavabit-relaunches">Lavabit, a secure email service used by Edward Snowden, is relaunching.</a></strong> The exiled whistleblower used the service before leaking information about US spying, and it subsequently closed down to protect its users' data.</p><p><strong>8. <a href="http://www.businessinsider.com/libratus-poker-bot-winning-at-texas-holdem-2017-1">The world's best poker bot is learning, and crushing humans at the game once again.</a> </strong>Libratus is currently facing off against four human players in a 20-day competition.</p><p><strong>9. <a href="http://www.businessinsider.com/uber-top-executives-power-players-2017-1">Here are the power players who really run Uber.</a></strong> We've rounded up the top executives who control the transportation company.</p><p><strong>10. <a href="http://www.reuters.com/article/us-samsung-elec-smartphones-battery-idUSKBN157034">Samsung will not be showing off the upcoming Galaxy S8 at Mobile World Congress next month, Reuters reports.</a></strong> The South Korean electronics company had been expected to debut its new phone at the Barcelona conference.</p>    <div class="margin-top">        <h3>NOW WATCH: <a href="http://www.businessinsider.com/mario-odyssey-trailer-gorgeous-nintendo-switch-2017-1">Here's the gorgeous trailer for 'Super Mario Odyssey' -&#xa0;the first Mario game for Nintendo Switch</a></h3>        <div>            <div>        <div class="ooyala-video-player" data-video-autoplay="false" data-video-id="NwNnN2ODE62wPrJrkIbeQa_J2hgoAhQn" data-player-variable="ooyalapopvideo" id="ooyalaplayer_popvideo" style="width:1280px;height:720px"></div>        </div>        </div>            </div>

You Searched For "libratus" and got 7 results

This AI-Poker bot won $1.7 million defeating the world’s top pros

Gaurav Sangwani

A one-of-a-kind Tyrannosaur fossil helps explain why these predators ruled the top of the food chain

Alia Shoaib

4 poker pros lost $1.8 million to an AI program

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Humanity is making a comeback against AI in the ultimate poker showdown

Gus Lubin

The world's best poker bot is learning, now crushing humanity again

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Poker players are getting much better thanks to AI

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