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NLHE Bot Analysis: Hyperborean_iro vs slumbot

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NLHE Bot Analysis: Hyperborean_iro vs slumbot

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Sauce123

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NLHE Bot Analysis: Hyperborean_iro vs slumbot

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Sauce123

POSTED Nov 08, 2013

Should we fear the robots? In light of the fear that AI will take over online poker soon, Ben Sulsky a.k.a. "Sauce123" looks for interesting lines and searches for leaks in this match between two of the most prominent poker bots.

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Zachary Freeman 11 years, 4 months ago

Ben, 

Very cool video concept. I was excited to watch the footage. The biggest thing I took from the video was delight because it seems that the bots have a long way to go to beating a good NL player.


Sauce123 11 years, 4 months ago
Yea I agree.  I think the fact that Snowie plays more "standard" also supports the view (a little bit) that these GTO bots are still fairly weak.




dlayton66 11 years, 4 months ago

I don't see how you can say this without knowing their ranges.  like ben pointed out in the video, none of the plays were provably bad (except for possibly the 99 minbet), and the fact that they utilize so many different betsizes in what could be a balanced way opens up the possibility that they would crush any human playing now since that is something very few people do but is something that we know is good in theory.

of course I can't assert that the bots would beat a good (or even mediocre) player, but nothing I saw indicates to me that they necessarily wouldn't beat a worldclass player HU.  with how little information we have to go on we could probably only say these bots are anywhere from 1/2 hu reg level to world class, and neither end of that spectrum should be surprising

many of the plays that are considered standard now would have been considered terrible 5 years ago.  we have a tendency to label things that are unfamiliar to us as bad, but if we want to grow and learn we need to avoid that trap and be as open-minded as possible

yoren 11 years, 4 months ago

3 years from now when poker experts credit ben sulsky for revolutionizing bet sizing with his never check / at least a minbet strategy, he'll rightly give credit where it's due


Deactivated User 11 years, 4 months ago


interesting but IMO would much rather see you reviewing your own play (or other good humans) than making more of these bot vids... probably too late anyways so w/e

Jafeeio 11 years, 4 months ago

Have to agree with WhiteDevil. 

Both of these bots seem to live in their own universe with the very weird plays that they have shown and the ambiguity of not knowing how they arrived at their decisions / how they were programmed in addition to the very small sample size (they could easily play 100k+ hands against each other and we could review them in HEM) makes it really hard for me to draw any valuable information out of this. 

I'd also much rather see a human play one of these bots over a large sample than 2 bots each other. We don't even know if they are capable of adjusting strategies. 

So yeah, kinda nice for a gimmicky video but please don't make this a 3parter (aka 1,5 months of content).

Sauce123 11 years, 4 months ago
This isn't a gimmicky video.  The challenge of the video is to reason as to why their non standard plays might be superior to more standard ones.  The challenge is compounded by the fact that we don't know how strong their overall strategies are.  Because of the similarity of the two bots' strategies, and the large differences between the bots' strategies and human strategies, the bots might be either way better or way worse than humans.  The objective of the video is to figure out which.


christian hansen 11 years, 4 months ago

I third this notion. It is undersandable that he wouldnt want to review his own HU play in too much detail though. Rather, maybe it would be nice to learn a bit more about how to set up proper ranges for HU play.. and how to balance those ranges. Maybe tell us what you think the bots ranges should be?

jdstl 11 years, 4 months ago

I found it at least somewhat interesting.  Would I prefer it to an actual Sauce match, no.  But there's usually some value is seeing "outside of the box" play, which I think we can all agree we saw here.  I particularly enjoyed the min bet strategy the bots were employing.  Maybe betting 1x into 30x isn't good, but it made me think about how using multiple bet sizes as part of an optimal strategy is almost certainly correct.  It seems so likely there are a lot of spots where certain hands in our range make more by betting 1/3-1/4 pt rather than just 2/3'ing everything.  It was a lot more stimulating to watch than standard hunl videos where all you see is, "I 2x pre.  I bet 2/3 pot on the flop.  I bet 2/3 pot on the turn..."

If I could recommend a future video, I'd like to see something about the theory behind splitting ranges preflop in HUNL by playing limp/3x and ways that we could balance those ranges.  Obviously Ben, don't get into detail about your specific strategy, but maybe sprinkle the theory behind this concept in as an intro to a hunl video.  You could even touch on it in this series as the bots are using many different preflop sizings.

Bhtopspin 11 years, 4 months ago

This was interesting to watch but just as few people above mentioned, I would prefer this to be just 1 video, not 3 parts. I would much rather see you continue doing 5/10 NL series which so far has been very insightful and awesome. 

DirtyD 11 years, 4 months ago

I'll disagree with what others have been saying, I think this was interesting enough that I'd be happy to see multiple parts.

So far every small bet has been a weak-medium hand, which would seem to be easily exploitable if they don't protect those ranges with some strong hands. I wonder if we'll see them doing that at any point.

dlayton66 11 years, 4 months ago

one of the bots did half pot J7hh on 338hhQh on the turn, and earlier one of them went for a x/r with the 9h on a 4 heart board, which counts as a slowplay in my mind (since the rest of the hand was checked down the bot views that hand as quite nutty it seems).  have yet to see a minbet or 1/4p bet balanced, but it is hard to make strong hands so we don't have a great sample size on that yet.  balancing an individual betsize with a strong hand is such a basic concept though that I have to imagine they do this at least in some capacity

BlackwaterPark 11 years, 4 months ago

Ben, Im signed up to this site because of you, and being able to watch Phil's back catalogue. 

Making this a 3 part series would make me pause the subscription. It's not that the bots aren't interesting, it's more that the disclaimers you yourself made at the start of the video make the information that can be drawn out of this pretty non applicable to our own poker games. 

I would have expected a video producer at run it once to at the very least have watched the entire footage beforehand and condensed the findings into either a speedier live video or more of a powerpoint style presentation. 

I'm looking forward to future videos, and I hope the message comes across the right way.


BlackwaterPark 11 years, 4 months ago

Sure,

Basically I think this kind of topic caters a lot better to a powerpoint style presentation, with maybe showing some of the more mind boggling hands that don't fit into any general areas in real time.

For starters, it would save lots of time if we were to take a look at preflop in isolation. A lot of the hands go raise/fold or raise/huge 3bet/fold and we could break down the preflop game down in a simple slide, something like:

Hyperian:

limp: (xx, xx..)

2x: (xx, xx...)

3x: (xx, xx...)

15x 3bet: (xx. xx...)

Slumbot:

same sort of breakdown...

This would allow you to spend less time reminding us of what combos have previously been played in a certain manner. Same kind of brief overview could be done for different bet sizes, bluffraises an so on. 

With all the little pieces laid out in front of us you would be able to instead get started with some deeper analysis within a short time. This would avoid a lot of the "Oh, this happened previously with x y z holding, this could mean this or that, we'll have to wait and see if this play is balanced further within this sample". 

I think the perfect start to this video series would have been you saying "Go watch the video on youtube, then come back for the analysis". If you would stay at the same detail level as the above video I think the same findings could easily be covered in, say, a single 50-80 min video. What would be even more interesting, off course, is a miniseries where the supposed strategies employed are broken down in a deeper, more structural way.  

Just my 2 cents, and I don't want to come across as attacking, it's just my personal opinion that the approach to this theme could be done differently. I also realize that this isn't the most fun and worthwhile thing for you to be constructing, but I'm sure runitonce has access to high quality minions that would gladly aid with stuff like this :)

Sauce123 11 years, 4 months ago

BP,

That might have been a nice way to go about it, but I don't know how to put the hands into a database, and I'm not going to waste my time counting stuff up and putting it in a spreadsheet. 

I think the hands should be uploadable into a database, and if someone wants to download them from the U of A's website and get them into a HEM2 or PT4 database, I'd be willing to do an analysis vid. 

Juan Copani 11 years, 4 months ago

I have to disagree too. I really enjoyed the video. And helps me to confirm some "standard" decisions that i was taking, and see that im going for the right way.


Blunderbuss 11 years, 4 months ago

I really enjoyed the video.  Interesting analysis by Sauce.  Additionally, strategy video's with both player's cards revealed provide a unique perspective that you can't get playing.

DirtyD 11 years, 4 months ago

Does anyone know anything about how these bots are programmed/how they work? For example, does a bot "know" all the hands it can have in a certain situation and with what frequencies, so it knows exactly which hands it needs to defend to be unexploitable? Do bots read hands/put their opponent on a hand, or do they just concern themselves with their own ranges?

LazySummerDays 11 years, 4 months ago

The Jx9h is peculiar. Could the bots reasoning for small check-raise is that he assumes stronger flushes would've bet very often on the turn? (Not saying it would justify the 2,5x check-raise on the river, but the bot must have some sort of logical reasoning for making a play, whether the reason itself is correct or not.)

As far as the video goes, I don't think there's much merit to putting any more of these bot vids. If the bots had some cutting edge approach to the game which could be incorporated to human players game, then sure. But it seems like bots are way behind the curve atm.

And when the bots are behind the standard player curve, I think it's just bad business in the long run that players as good as Sauce are reviewing bots' leaks in the public, thus contributing to the botting problem and development of better bots.

If you continue with the series, then please explain what would be your standard approach with the hand in progress instead of only commenting bots play. That way it can be an ok learning tool, I guess.

I would really appreciate more demanding(=challenging) content. First part of Toygaming was also too tame. I'd assume almost everyone paying $100/mo for the subscription to have done their homework on basic GTO play, so it should focus more on advanced stuff imo. If not, they can always catch up/read MoP.

Sauce123 11 years, 4 months ago
Botting is interesting for intellectual reasons.  That people use bots to (illegally) make money isn't a good reason to forbid people to talk about botting.


LazySummerDays 11 years, 4 months ago

FWIW, it seems bizarre that the best HU bots don't seem tough at all. Yet there has been a botting epidemy at iPoker/Party NL 6-max 1/2-5/10 IIRC. Considering that 6-max is an unsolvable (or multiple GTO) game it seems weird to have bots winning there. Maybe the people submitting bots to these competitions (slumbot, Hyperboarean) are only building bots because of scientific reasons, and the people who are doing it for financial incentives are keeping as low profile as possible?

Adreno 11 years, 3 months ago

It's easier to code a 6max bot than a HU bot, because tighter preflop ranges lead to fewer postflop decisions (we're talking about creating a winning bot, not about solving an entire game)

I would guess the 6max bots are at least partly based on static rules (eg. preflop charts for most common stack sizes, how to play top pair, how to play draws, how to play from position vs oop, etc.) It would be extremely hard to do the same for HU.

stepitup 11 years, 4 months ago

This video was not bad at all but I feel its a waste that Sauce make this into a three part serie. Iam sure most instructors could do a good analyse on the bots, we just dont need Ben for it. The 5-10 zoom videos are in a completely different league compared to this and in class of their own. I feel Sauce want to bring us some different type of videos and that is cool but three videos of this is to much when the material from Ben is very limited

Zachary Freeman 11 years, 4 months ago

All this hate for Ben trying to deliver a very new style of video is unfounded. Even if you found the video subpar it still is an interesting subject and one that is both pertinent to learning and to gauging the health of online poker longevity in some ways.


Teddy 11 years, 4 months ago

Can you watch the whole botmatch somewhere ?

Bens take on nonstandard plays sound pretty awesome to me, but I´d also love to see a LIVE 2-4 tabling match vs a reg at small to mid stakes, as you get a better feel for the flow in those and sometimes it's nice to brush up on 'standard' plays as well.

It´s obviously hard to go in depth on commentary at 500+ hands an hour, but people can ask questions in the comments as well as pause and go back in the videos.

jonna102 11 years, 4 months ago

Given how much academic thought and calculation time (years of both I'm sure) has gone into both of these bot strategies, it only makes sense to assume they play reasonably well and adjust judgement from there.  This is what makes this video great imo -- that's an excellent way to learn from all those hours that the bot builders have put in.  The bots make exactly zero plays without reason I'm sure, and there's going to be some sort of logic and tons of calculations behind that reason.  Understanding and evaluating that reason, that's got to be how to learn here.

What could be done to enhance this series is to prepare ahead of time.  Look through the hands, find the weird spots.  Then look for explanations on why the bots come up with the weird plays they do.  Read papers, ask in the 2+2 thread or even contact the bot builders themselves.  Imo, that's how an initiative like this would transform from something you'd do for yourself, into being a video series that many would enjoy to watch and learn from.

Basically, answering the "why" -- that's often how people learn.  (bots need no why though)

Definitely hoping to see this series continue.


DirtyD 11 years, 4 months ago

I'm not as down on this video as some commenters are, I found it worthwhile and interesting, but I do agree with your suggestions for making it better. This is an issue with a lot of poker instructional videos: they're often produced off-the-cuff without, seemingly, much planning or editing. I think the best videos are carefully crafted presentations, like Phil's "Philosophy" series from Bluefire or Lefort's videos for this site. Of course, creating content like that takes a lot of work and time. Being a great poker player isn't the same as being a great teacher.

Sauce123 11 years, 4 months ago
Jonna-

Check out the 2nd part of this video.  I just wrote out a post in the comments section explaining simply how these bots work (to the best of my limited knowledge), and there are some links to information where people who actually know what they're talking about explain things better than I can.


Jafeeio 11 years, 4 months ago

I don't agree that we should assume these bots are good, Sauce. These are not individuals that have been playing poker for years and years, no, they are barely programs that are doing what some HUMAN students at some university told them to do. Humans that probably have little to no achievements in the real poker world. We know very little about these bots which makes watching these matches and trying to rationalize good play from weird play very dangerous. 

Once again, the sample is very tiny and both players are bots. I have not found any way to play against these bots which would make for a much more interesting video. 

@Zachary Freeman: A lot of people (including me) that are complaining appreciate this as a once-off video but just don't want it to turn into a series of 3 videos because for us watching real play is much more educational. 

How much actual discussion about the bot play has been going on in this thread? Very little, people are either stating that they like it or dislike it. Same goes for his Toygaming video which had very little comments overall. But all of his live play / review videos get a TON of comments and people are really engaged. 

Sam Bowman 11 years, 4 months ago

I think this video series is a good lens for viewers to see a Pro through.  Even if you pretend that these bots are regulars from a foreign land we learn how Ben analyzes players' strategies finding flaws, strengths, and giving a comparison to 'Standard' plays amongst the HS community.


The lesson learned from this video was not how good are bots because that was not revealed from this sample.  

The valuable lesson is to open our eyes up to new lines that may be more exploitative and +EV that traditional lines.  According to TOP the further you opponent is playing from how they would play given knowledge of your hand the better the 'edge' or player.  As players are able to hand read on multiple levels better and better the challenge becomes keeping them confused and making high variance guesses [I see more of a passivity trend when my opponents are confused].


I'm indifferent about the release of this series.  I am believe that RIO is mainstream and possibly being pottripped by e-pirates so anything preached becomes 'Standard' therefore I prefer if I don't educate my opponents about macro-strategy adjustments or improvements.  Being a live player is my study ethic and attention to details that create a wider void between me and the 'Regz' and this information would only widen the gap!


Brian Townsend 11 years, 4 months ago

You said that folding J6o and K2o was standard folds to a 3x raise.  I have played HU NLH in a very long time but I would think these two hand are profitable to defend to a 3x raise.  They play poorly postflop but are still int he top 60% and 50% of hands respectively.  Do you think defending the BB less than 50% to a 3x raise is correct in NLH?

Sauce123 11 years, 4 months ago
Brian,

I think flopping draws is more important than equity.  A 2 gapper flops a gutter+ around 7%, a one gapper around 16%, and a 0 gapper around 20%, and a suited hand flops a FD around 11%.  Any sort of nut draw is very valuable in hu nlhe, especially in 2b pots. 

Equity is going to count situations that never actually happen, e.g., checking down K2 vs 32 on AQJ98.  It's generally not very valuable in hu nlhe to flop worse than around A/decent K high, as any hand worse than that is tricky to showdown and win.  So the extra 7-20% "wins" that connected hands get is more than enough to outweigh their poor equity.

I VPIP around 60% vs a 3x raise in hu nlhe, and the worst completely disconnected hand I play is K5o. 



Brian Townsend 11 years, 4 months ago

Hey Ben,

Thanks for the response.  There is a hand that the bots play which will be in the 2nd or 3rd video where slumbot defends 57o in the BB and flops an OESD on a A34r board.  Looking forward to hearing your thoughts on it.

Brian Townsend 11 years, 4 months ago

When slumbot had Ac8c and hyperion had Kh3s at minute 40.  The flop was check min bet and called.  The turn paired the 3 and slumbot check folded to a pot sized bet and you said that makes lots of sense.  I was a bit suprised by this fold, I would have thought Ac8c would be high enough in our range to check call after the previous acton of min raise preflop and min bet flop.  Won't slumbot be over folding this turn to a pot sized bet if he only continues with his pairs and stronger semibluffs?  Or are the RIO so bad that we can't call the turn with roughly 40% hot and cold equity vs a range of J,4,3,22-AA,*d*d,56,52,A2,67.

Sauce123 11 years, 4 months ago
Brian,

I wouldn't worry too much about overfolding a little bit on the 3.  I'd also be more inclined to call with a Q hi FD than A8cc.


desperhate 11 years, 4 months ago

I don't know if it's better or worse but those bots seems to use "inducing" (very small ) bet sizings in many spots

while most of the players nowadays are using close to pot sizing (little bit under or over) to rep polarized ranges

this is two different strategies which have both positive and negative impacts, but I don't know which one is best

if mixing it up is better.

Jeff_W 11 years, 4 months ago

The 99 vs 86 minbet hand is crazy to me. I can't see how minbetting in position is optimal. OOP it makes way more sense.

Sauce123 11 years, 4 months ago
Jeff- I agree, I think that was the single most puzzling hand in the video.  Maybe it was to get folds from hands with one overcard to 99?  I don't see how that small size of protection/value can be worth opening up the action again though....


Aleksandra ZenFish 11 years, 4 months ago

:D zoo much fun vid, idk how ppl can be not interested in seeing and analyzing these bots 

Is there a possibility you get to play couple of hours in person with these 2 bots and we get to see it?

- why are both bots reloading to start chips every hand, so we can't see which 1 is better then other after lets say 1 k hands, would 1 zero?

-is it actually illegal to use bot for playing instead of u, or its just opinion they should be illegal ?

douglaskpolk 11 years, 4 months ago

Anyone else find it wierd that the majority of the time the bots are making 1-3bb bets and minraises, and then slumbot comes out of the woodwork with 88 on KQxxccc and bombs a turn bet with literally 1 out to a river that can valuebet?

Seems pretty lol to me.

Daniel Rainey 11 years, 4 months ago

well, in the spirit of the video (trying to come up w a justification) perhaps 88 is at the bottom of his range in this spot and given that he doesnt block any draws perhaps he felt it was a good hand to bluff with. 

Sauce123 11 years, 4 months ago
Doug,

My best justification there is that Slumbot is like, "welp, I don't block any draws, and I don't block any marginal value bets like AK, let's raise!." 


yenmaster 11 years, 4 months ago

I really loved this video Ben.  I don't think the bots plays were bad at all.  It seemed to me the slumbot was slightly stronger but this was over a small sample size.  I'd love to see more content like this and it's made me think a lot of how utilize more bet sizing strategies in my own game instead do the standard 2/3 to 3/4 pot or min raising the btn strategy.  I'd like to see more content like this and get a better understanding of how the bots are splitting their ranges with their bet sizing.  

Chael Sonnen 11 years, 4 months ago

Interesting watch, and it's great to see that bots have not developed to a point where they can start beating good human players. I had heard that bots could beat 5/10 HU NL games. Well, I was informed incorrectly.

What surprised me most about these bots was their inconsistency. You'd expect them to set up in a way to at least have standard opening/betting sizes here. They were kind of all over the place.

Though it was a good video, I do have to agree that the most valuable videos for improving poker are the ones like Bens 5/10 Zoom videos, Phil's Kanu HU series, the WCOOP HU video, live Zoom videos etc.

Someone in the Chatter suggested a format where a couple of pros, and perhaps some forum members, play a cash game session against each other, with commentary being provides from multiple angles. Poker VT did one of those a couple of years ago, and it was fantastic.


Bullitos 11 years, 4 months ago

Really, really cool vid. Also one of the funniest I've watched, it was hilarious to see you constantly being flabbergasted by their plays. Definitely continue with this. 

Bobby Smith 11 years, 4 months ago

I don't understand all the love for this video. 

I agree that it's interesting to analyze how top poker bots are playing, but this video contain almost no analysis from Ben, it's mostly observations that we all could of done on our own by watching the footage.

This topic would of been better served by creating a thread in the forums with a link to the footage. Otherwise, Ben should of watched and analyzed the whole match before trying to make a series out of it.

I feel like Ben is simply trying to maximize his own time by making a video series out of this footage instead of trying to maximize the value that viewers can get out of his videos. I'm not saying it's the case, but it's how I feel about this video.



Sauce123 11 years, 4 months ago

IK,

I'm sorry you feel this way. 

It's true I have to strike a balance between using my time efficiently and making the best possible videos, but the way I do so is not nearly as cynical as what you seem to think.  I think if you look at the amount I post on the forums and respond in these threads (neither of which results in any financial gain for myself) this should be pretty obvious. 

Phil and I (and all of the other coaches who I've talked to about this) actually enjoy talking poker, and we feel strongly that this is the best place to talk poker there is.  I'm happiest when my videos spark a discussion where I learn something through discussion with the community, not when I'm just presenting information from a position of authority.  I consider almost anyone paying $100/month to watch specialized poker videos enough of an expert to make principled objections and improvements to almost anything I say, and I'm super excited to be involved in that process when it happens.


Bobby Smith 11 years, 4 months ago

Ben,

Im not saying that the whole of your work and implication on this site is driven by time efficiency and financial gain, not at all, simply that this particular video felt like it. 

I just think that having been more prepared (i.e. viewing the whole footage in advance) would probably have added alot of value to this video.

You repeatedly say throughout the video that you are confused (rightly so) by what the bots are doing and in result the depth of your analysis is affected. You ended giving observations more than anything else. If you had seen more hands, a bigger sample size, the whole of the match and reflect upon it before recording your series, it seems quite likely that the resulting analysis would have been of better value to the viewers. As it is, I feel this would have been better as a forum topic than a video series (i.e. we can all observe the bots footage on our own and then discuss).

erd17 11 years, 4 months ago

I have watched many hands of hyperborean_iro and as expected its use of the min bet is very balanced as the strategy was arrived at via equilibrium finding algorithms. It is making that play because in the game abstraction (approximation) it is attempting to solve it is the most profitable way to play the hand, which of course doesn't mean it is the best play in the complete game. I made another video that illustrates its use of min bets (contains only hands where such bets occured): http://www.youtube.com/watch?v=PlfEfKu5tZA

It is interesting to note that these bots have different styles: hyperborean_iro is much more aggressive preflop and postflop than slumbot so most of its winnings are non-SD as you can see here http://i.imgur.com/Y3e3k5s.png. The last 130k hands are against tartanian6 which is a bit more aggro postflop so the red line starts to flatten a bit.


Sauce123 11 years, 4 months ago

Erd- If a play is balanced in the abstraction does that mean that is balanced in the full game?  Won't that depend on the abstraction(s)?

Benjamin Tollerene 11 years, 4 months ago

really enjoyed it ben.  first of all it was something new and interesting.  i especially appreciated when you took shots at forming your own assumptions about their decisions and/or what they might be trying to accomplish.

erd17 11 years, 4 months ago

I meant the play was balanced in the sense that it hides the information well.   Hyperborean can showdown the nuts or a thin value hand on the river when it minbets.  I think that if a play is balanced in the abstraction it won't necessarily be in the real game.  For example, in the abstraction they will typically merge boards with similar strategic properties (to make the game tree size manageable) so there will be information loss and this may lead to less than optimal plays in the real game.

It's hard to make sense of all the things it does. It's like a black box, we can't follow the process that leads to a certain play as it is the result of millions of iterations of the equilibrium finding process.


Sauce123 11 years, 4 months ago
Erd-

Agreed.  But just because we can't follow the iterative process doesn't mean that we can't map some of our own thinking onto what we expect the results of that process to be.  I tried to do that in the video. 


NateAdNate 11 years, 4 months ago

Very interesting video...as far as the 99 min bet on the 4568ccc board:  went 3x to 15x...so Hyper could be assuming a super polarized range here...it's possible Slum would check a 456cc flop with QQ+ for pot control on the hands Hyper would call with...but would Hyper call a 15x 3bet with hands that crush that flop other than 44-66 maybe 45s 56s 67s 78s cuz they're 200bbs deep?  so like 24combos of pps if u want to count 7s as crushing the flop and all the combos of scs but less because of card removal...all I can think is that it was trying to realize its equity against combos of AJ+ and possibly pot control against big pairs from getting in value bets on a brick river... and when it 4 flushes the river with str8 on board (45687cccc), the check behind definitely makes sense to me b/c of the J9h that Slum had earlier where it checked 3 streets and c/r river for small value earlier but honestly ya idk...super interesting video.



nittyoldman 11 years, 2 months ago

this is so painful to watch...i couldnt make it through the video...if these bots played any human above 100NL h/u they would surely get destroyed

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