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      "title": "Artificial intelligence has won in multiplayer poker. The final frontier has been broken!",
      "body": "![poker-0c5738752bb20a405ffc1936079908b2.jpg](https://cdn.steemitimages.com/DQmbWfc9mbpZ7wDuLaK6o64zLLDhrFXcREKxHWpQ47eX21t/poker-0c5738752bb20a405ffc1936079908b2.jpg)\n\nTwo years ago, Libratus won a poker game with four pros. The multi-day tournament was one-on-one and the people suffered a terrible defeat. It was a huge step forward for artificial intelligence, but even the co-founder of Libratus, Professor Tuomas Sandholm, did not believe that the AI could cope with more players at the same time. The scientist had just proved himself wrong.\n\nSandholm is the co-author of an algorithm called Pluribus, which has just beaten six pros in unlimited Texas Hold'em. I didn't think it would be possible in my lifetime, said the scientist.\n\nSo far, artificial intelligence has been doing better and better in games with people, but it was a one-on-one or team game, two against two. The AI amazed with its achievements in checkers, chess, Go and poker. All matches were zero-sum games. One side won and the other lost. However, playing against six people is a completely different level of difficulty. It is more like a real situation when you need to make decisions without knowing the resources (cards) and decision-making process of your opponents. This is the first serious test of AI's ability in a situation other than a duel or a fight between two teams and a zero-sum game. This is the first time we have gone beyond this paradigm and shown that SI is doing well in such situations, says Pluribus co-founder Noam Brown, who works for Facebook AI Research.\n\nPluribus started with 1 man and 5 independent versions of Pluribus. With time he reached the level where he could win with 5 professionals at the same time. The opponents of artificial intelligence were 15 changing professional players, each of whom had previously won at least a million dollars in poker. 10,000 hands were played and the tournament lasted 12 days.\n\nAlthough Pluribus did not win over the people as overwhelming as Libratus, his achievements surprised the experts. There was some evidence to suggest that the SI techniques used in a poker duel should also work with three players, but it was not clear whether they could be applied to more opponents playing at the highest level. It is really sensational news that they proved their worth in a six-person match. This is an important milestone,\" says Professor Michael Wellman of the University of Michigan.\n\nPluribus, like Libratus, learned poker by playing a lot of simulated duels with himself. According to its creators, the success of the program lies in the use of \"limited depth search\". This mechanism allows the AI to calculate a few moves forward for all opponents and to develop the best strategy on this basis. This type of tactic is used by many poker programs, but its use in a six-player game requires a huge amount of memory to store all possible moves of all opponents and all possible bets. Libratus dealt with this problem by considering only the last two rounds of conquests. However, it still required the use of 100 processors for a two-player game.\n\nPluribus worked a little differently. He only considered four possible behaviors of the opponent. One is the calculated most probable move, the other is where the opponent leans towards the belt, the third is when the opponent rather chooses to check and the last is when the opponent rather raises the bet. Thanks to this it was possible to significantly reduce the required counting resources. The algorithms used were extremely efficient. Suffice it to say that during the live show Pluribus was running on a machine with only two processors and 128 GB of RAM. It is astonishing that this was achieved at all and that it was achieved without using the computational power of GPUs and other extremely powerful hardware,\" says Sandholm. Suffice it to say that the AlphaGo program that defeated Go Lee Sedola in 2016 used 1920 CPUs and 280 GPUs.\n\nThe experts from Carnegie Mellon University and Facebook, who created Pluribus, will only publish its pseudo-code, which is a description of the steps needed to create a similar program. However, they decided not to release the real code in order not to facilitate the distribution of poker software. This could destroy both the business and the gaming community.\n\nThe SI algorithm used can be used wherever decisions need to be made without full knowledge of what others are doing or thinking. It will be useful in areas such as cyber security, trade, business negotiations or price fixing. According to Sandhlom, it can also help in the upcoming US presidential elections by helping candidates to determine the level of spending needed to win in key states. Sandholm has already established three companies that will provide SI-enabled services in business and military markets.",
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      "memo": "The 1,200 USD (60,000 GTH) Writing Contest is still running! (~1,200 USD)! Participate here: https://cateredcontent.com/events/gth or check out the details here: https://steemit.com/crypto/@cateredcontent/1200-usd-60-000-gth-gath3r-io-sponsored-writing-contest-on-cateredcontent-com        You have gotten this message because you followed @contestbot! If you want to stop receiving this message, unfollow @contestbot."
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      "memo": "OriginalWorks & CateredContent are running a SPONSORED WRITING CONTEST! The sponsor is Gath3r.io. The prize pool is 60,000 GTH (~1,200 USD)! This is the first time we are running a full writing contest on CateredContent.com and we are super excited. Participate here: https://cateredcontent.com/events/gth        You have gotten this message because you followed @contestbot! If you want to stop receiving this message, unfollow @contestbot."
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      "memo": "Finally, quality STEEM marketing software, everyone can use ! Start your STEEM BOT business, or order BOT service for stressless daily STEEM/SBD returns based on your investment ! Get BOT and other quality autoSTEEM marketing software today at https://autosteem.com/product/autosteem-bid-bot/?steemit "
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      "permlink": "steemitboard-notify-imbagaming-20190312t155339000z",
      "title": "",
      "body": "Congratulations @imbagaming! You received a personal award!\n\n<table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@imbagaming/birthday1.png</td><td>Happy Birthday! - You are on the Steem blockchain for 1 year!</td></tr></table>\n\n<sub>_You can view [your badges on your Steem Board](https://steemitboard.com/@imbagaming) and compare to others on the [Steem Ranking](http://steemitboard.com/ranking/index.php?name=imbagaming)_</sub>\n\n\n**Do not miss the last post from @steemitboard:**\n<table><tr><td><a href=\"https://steemit.com/drugwars/@steemitboard/drugwars-early-adopter\"><img src=\"https://steemitimages.com/64x128/https://cdn.steemitimages.com/DQmYGN7R653u4hDFyq1hM7iuhr2bdAP1v2ApACDNtecJAZ5/image.png\"></a></td><td><a href=\"https://steemit.com/drugwars/@steemitboard/drugwars-early-adopter\">Are you a DrugWars early adopter? Benvenuto in famiglia!</a></td></tr></table>\n\n###### [Vote for @Steemitboard as a witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1) to get one more award and increased upvotes!",
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      "amount": "0.002 STEEM",
      "memo": "Dear @imbagaming. Hope you don't mind this memo. If you do then please let me know and I will not bother you again in the future. Just wanted to share with you link to amazing publication related to ARTIFICIAL INTELLIGENCE by my friend @neavvy. He \"touched\" very interesting topic: could AI disturb and dominate social media platforms (including Steemit) in the nearest future? I would LOVE to hear your opinion on that particular topic. Check out my comment and share your view. Yours, Piotr // LINK: https://steemit.com/steemstem/@crypto.piotr/re-neavvy-ai-learns-to-play-flappy-bird-the-impact-of-machine-learning-on-steem-blockchain-20190310t074433939z"
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      "memo": "Hi imbagaming, I am sending this message only because you are following me. Today, I would like to invite you to my newest article about the impact of machine learning on Steem Blockchain and hear your opinion! If you don't want to receive such messages in the future, please let me know."
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      "memo": "Hi, want to earn some steem for free? My Bounty campaign is ending in a few days. All you have to do is vote for you favorite cryptocurrency. Check it out here: https://steemit.com/dpoll/@niel96/what-cryptocurrency-do-you-want-to-get-reviewed-by-lunarexpress"
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      "memo": "Hi, i'm sending you this message because you are a follower of @marketmaven1. We have together launched a cryptocurrency trading signal service. You can get the best trading ideas here: https://twitter.com/AskLunarExpress"
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      "memo": "Hello OriginalWorks writers! We have been working on some major updates and will be launching into more events soon. In the mean time, we have launched a MediaWorks event with 1500 STEEM! Enter the contest here:  https://steemit.com/steem/@mediaworks/1500-steem-graphics-design-contest-onepagex-com  You have gotten this message because you followed @contestbot! If you want to stop receiving this message, unfollow @contestbot."
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      "memo": "***Have you heard of magic dice in steem platform,which doubles your STEEM and SBD,check this link and register to double your STEEM/SBD .I have won more than 1000 STEEM. Grow more than a whale.. https://bit.ly/magicdice2"
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      "memo": "Hi @imbagaming, I am sending this message only because you are following me. Today, I would like to invite you to my article related to common concerns about Artificial Intelligence and hear your opinion! If you don't want to receive such messages in the future, please let me know."
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      "memo": "Hi @imbagaming! We know you love music because you are a DSound user. DSound music community needs your help! We have a community witness named @dsound that we would like you to vote for and we also greatly appreciate delegations of any amount, to help curation of our content since Steemit Inc removed their delegation. Delegations will be profitable soon and the first to delegate will get bigger rewards, please read @prc last post for more info... Thanks a lot for your support to DSound community! :)"
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      "title": "",
      "body": "Thank you so much for sharing this amazing post with us!\n\nHave you heard about Partiko? It’s a really convenient mobile app for Steem! With Partiko, you can easily see what’s going on in the Steem community, make posts and comments (no beneficiary cut forever!), and always stayed connected with your followers via push notification!\n\nPartiko also rewards you with Partiko Points (3000 Partiko Point bonus when you first use it!), and Partiko Points can be converted into Steem tokens. You can earn Partiko Points easily by making posts and comments using Partiko.\n\nWe also noticed that your Steem Power is low. We will be very happy to delegate 15 Steem Power to you once you have made a post using Partiko! With more Steem Power, you can make more posts and comments, and earn more rewards!\n\nIf that all sounds interesting, you can: \n\n- Download Partiko Android at [Google Play](http://bit.ly/2SRFIta)\n- Or Download Partiko iOS on the [App Store](https://apple.co/2PcXkSd)\n\nThank you so much for reading this message!",
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      "memo": "We are looking to grow UloggersTV on YouTube to 1000 subscribers. This is the first goal. We currently have 198 subscribers and we have featured several 'Certified Uloggers'. Thus, i implore you to kindly subscribe to UloggersTV [https://www.youtube.com/channel/UCzI3Rjamg7zSe_o0BwSeIQQ] if you haven't and turn on notifications. Also share with friends, whether steemian or non-steemian. If you have been aware of #untalented #steemgigs #teardrops #surpassinggoogle #ulogs, thank you for having been part of the journey all along.  UloggersTV will showcase 'certified uloggers' from across the globe. It will also form the basis for the ulogs game.  Certified uloggers are at the core of the teardrops smt and all our three steem-based interfaces, steemgigs.org, ulogs.org and macrohard will be build around 'certified uloggers'.  Please subscribe, let's get 'ulog' and the beauty of the steem and our community known to the world.  You can become a certified ulogger by reading this post: [https://steemit.com/ulog/@ulogs/ulog-become-a-certified-ulogger-today]"
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      "amount": "0.002 STEEM",
      "memo": "Hi @imbagaming. Have you ever wondered what is the future of internet? How Blockchain and AI can collaborate in order to make it a better place? If so, you may be interested in my latest post: https://steemit.com/cryptocurrency/@neavvy/is-this-the-end-of-the-internet-known-to-us-noia-network"
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      "memo": "This is a notification to remind users that the OriginalWorks event sponsored by Liquidity Network with a 2500 STEEM prize pool has been extended due to internet issues of some of our users. If you missed the last notification, you can still submit your entry: https://steemit.com/crypto/@originalworks/2500-steem-sponsored-writing-contest-liquidity-network     You have gotten this message because you followed @contestbot! If you want to stop receiving this message, unfollow @contestbot."
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      "memo": "The new sponsored OriginalWorks weekly contest is running! Enter the contest here:  https://steemit.com/crypto/@originalworks/2500-steem-sponsored-writing-contest-liquidity-network     You have gotten this message because you followed @contestbot! If you want to stop receiving this message, unfollow @contestbot."
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