AI Learns Insane Monopoly Strategies
2024 ж. 4 Мам.
10 050 741 Рет қаралды
all hail the brown set, and rapidly auctioning everything, according to AI at least. 11.2 million games of self-play were used to discover the secrets of this classic game
Download this AI: github.com/b2developer/Monopo...
Discord: / discord
***Put the raw chicken in the salad.***
fr
What
Yes Chef. 🗿
Hello mr. b2studios, i didnt watched the whole video, but i read a thesis years ago about the winning strategy in monopoly. I know it was published in german. She (i think it was a she) also tested their hypothesis by neural networks and (i am not totally sure, but...) found other strategies. As far, as i remember: the value of trains/power plant and the most expensive street was valued way lower than in your result. sincerely greetings
What why please no
"Buy the browns" Was this AI perhaps engineered in the 1800's
It did spend 1600 years playing monopoly
@@istrafive371 you’re just too sensitive, not too far.
Yeah sheesh
@@istrafive371 bro what?
@@istrafive371 the joke was written in comical criticism of the buying of slaves. If it was jokingly making light of buying slaves you would still be sensitive, but at least then you would have a tiny bit of ground
When you get jailed in the early turns "Man i hate this game" When you get jailed in the later turns "Thank god"
Why is this comment so accurate
That’s why people I usually play with have collectively agreed that you shouldn’t collect rent while in jail. It’s completely broken to just sit in jail and get all the benefits of rent.
@@etaorionis9339IMO; Any rent that would be collected while a player is in jail should be put in the middle, collected when landing on "free parking".
@@Tumbleflop We do some of that, but you have to be careful with putting too many things in the pot for free parking. Can get to the point where whoever land on it pretty much wins the game
@@etaorionis9339 It models the fiscal paradise model of actual monopolistic capitalism. Reap all the benefits and pay none of the obligations
As a seasoned monopoly player, the power of the brown set is one only the true connoisseurs know
Its best use is for denying players their Go money, followed by hoarding houses.
light blues are peak. same cheap price, more reward.
If I'm honest, the moment i can but the brown and blue spots I will sell everything else and dump everything into them. Statistically speaking its the best spot to screw everyone over lol
@@Fluffykunnyou're not speaking statistically
The browns and light blues are the "Hail Mary" properties. They might not win you the game all the time but it can cause chaos; especially if ppl land on them after passing GO.
Being a railroad tycoon is my go too strategy in Monopoly. You can't build property on them and are scattered so plenty of people don't see it as a threat, makes for easier trades. But when you get 3 or 4 they can be debilitating, especially if someone has the misfortune of landing on multiple in a turn.
"Congrats, you passed Go! But, you landed on my railroad again, so I'll be taking that $200 you just earned..." Every. Damn. Time. It's like you added a second, less flexible Income Tax.
I pretend I want them and trade them off "reluctantly".
Same with the utilities. High rolls on those from opposing players can be a nifty income source.
Railroads and utilities are every strategic player's first goal.
My family and I have been playing for some years now, and we know the power of the railroad. If you get 3 or 4 you get ahead so quickly that you kinda win the game before bankrupting anyone. Classic.
You should make an AI that all of a sudden stands up, cusses out the other AI, and flips the board over. Keep it random.
make it so the last place gets extra chance to do that
This is me after we've been playing for like 5 hours with no end in sight
it wouldn't feel that random after a short while
100% win rate
#DaneCook
I wanna see a full game with this AI against humans in discord.
I will literally make an alt account, subscribe and watch all of his videos if he does this
won't take long
yes
The AI isn’t guaranteed to win (since monopoly is so random) but it would be fun to see it’s tactics in game
@@b2stud yes please all your subs want this as a christmas gift xD
“Buy the browns” 16th century Colonial powers: “hold up let him cook”
Fun fact, that's wasn't "whites". Mostly browns already enslaving browns, then the not-qwhite "shalom, my fellow whites" ran nearly all the trade ships and auctions. 40% of these white-passing people owned slaves vs 0.35% of whites (real European descent). Malcolm X and tons of others knew this, but somehow it's been forgotten in the wake of globalist communist indoctrination.
rich Arabs still buying browns today x)
I always go for the browns if I roll it on my first few rounds. Building hotels early game can severely decrease the development speed of other players while increasing yours, allowing you to build more quickly than others and snatch cards that others can't afford. It won't really impact your late-game, as the hotels are cheap anyways, but can really help your early-game. People are also keen to complete pink as their first street, while giving you the last blue you need, thinking it's a good trade-off. Especially if you can leverage early brown into early blues, you can easily steamroll everything by preventing other people to accumulate enough money to start building themselves. Blues and browns don't bankrupt, but they do slow down early on
Also, getting brown and blue at hotels is doable entirely from starting money and is very intimidating.
Yeah except you need multiple people to land on it to even make back the money you spend on houses/hotels. Browns are worth the price of mortgage, no more.
@@thebakery3802 Not really? The browns cost 500 to get a hotel on each, plus initial purchase cost. The better gives 450 for a hit, the worse gives 250. Much like most other sets. with hotels on, they pay back with a land on each property once. That's not bad for a long game.
@@deathofallthingspotato9919 The browns are not strong enough to bankrupt other players, but thats not their job. The job of the browns is to pocket the 200 bucks other players make by passing the start and givinh it to you. Thats what most people not understand. This is why they are so underrated.
@@deathofallthingspotato9919 just think about the odds, twos and threes are some of the worst numbers to hope someone else rolls, you would be lucky if it even happens just once or twice even.
The animations were so engaging and you chose a very fun topic to explore! Thanks
Glad you enjoyed it!
@@b2stud what is the song in the building-Animation called?
@@Tylorean I made it, but I called it Fish Rush
@@b2stud could you *please* release it?🙏🙏🙏🙏
@@Tylorean check the description
My favorite strategy is to buy as many houses as possible, but not turn any into hotels. There are only 32 houses available in a traditional Monopoly set, and opponents won’t be able to build properties if you hold most/all of them. For this strategy, owning the browns and light blues is important because their houses are cheaper and thus you can hog more.
Something I forgot to add to the video, the AI liked buying 8-9 houses for it’s sets
I like your thinking though, there wasn’t house limits in their version of monopoly unfortunately
Hm lol when this happened we would always just get more pieces to represent houses sooooo
Man pulled a monopoly on housing, a true icon
@@sirwabaloo7930 I guess you could say you were using… house rules? Eh? Anyone? No? Okay.
4:15 a big reason why the browns have such a high winrate is that they are a big indicator of who has come first around the board, who started the game and who has passed start the most. In a game with all greedy players these are what win you games, besides directly measuring who completed sets, measuring laps and total distance covered is one of the best ways to guess who gets a completed set. And also yea there are only two of them which is good
Honestly, I didn't know monopoly could be played like this, with a very common draw outcome. For me, we've always played it with a set time that we decide at the beginning of the game (e.g. 2 hours), then play until that time is up. Then we add up the value of all of our money, places, houses/hotels, etc. The person with the highest amount of money at the end is the winner.
See the problem is that that makes Monopoly a game where somebody wins, when it’s actually a game where it’s who loses the hardest.
You are playing wrong then monopoly shoud take around an hour if you trade
How tf do u stalemate, it's impossible unless no one has a set on which case do some trades take a risk
@@ivoninga You shouldn't trade if that leads to someone besides you winning the game. Taking forever and having the game never end is better than losing the game.
@@DroppedBass I disagree, second place is better then no winner or last place. So its in my best interest to take a bad trade if it screws over other players more then it screws over me. In unrelated news no one will play monopoly with me anymore.
One of my favorite Monopoly memories is when my younger sister bought the two lowest costing properties, built hotels on them for cheap, and then absolutely wiped the floor with the rest of us.
That's what I do every game lol
@@rlarsen676 same
This is the op strategy. Try buy a whole row.
Would buying any property you land on help? BTW it is hilarious that you can buy the cheapest properties, build houses and hotels in them for the lowest cost, and then banish the other players who wasted their money on buying and building hotels and houses in expensive properties on which no one, literally no one lands.😂
Brown is not too bad if you don’t have to trade for them. In total it only costs 620 to have hotels and you basically steal peoples go money
I wish there was a little more talk about the new AI's behaviour at the end, I really seemed to enjoy seeing how it plays when it becomes as good as a human player
Yeah I really wanted to do that but unfortunately I was already a few weeks overdue for this video, maybe in a follow-up :)
@@b2stud please do. The ending was too short and abrupt.
@@b2stud maybe have the ai compete against your discord server?
bruh i did not expect to see you comment here
@@b2stud all good, great video non the less,
I feel good knowing the AI picked the orange properties as the strongest overall set. Most of my won games were with that set, often supplemented by at least Boardwalk and if possible Park Place. IMO it's imperative to own boardwalk because one of the chance cards takes you directly to it; if you own the set and put a hotel on it, it's a ticking time bomb that has a 3/4 chance to annihilate someone in a 4 player game so building properties is a priority. You should never give up Boardwalk and always buy it if you have the opportunity to, if only to ensure you never get blown up by it and no other player suddenly takes control of half the board. The orange set on the other hand seems to have a decently high chance of people landing on it because of its distance from Go, which some chance cards put you at IIRC.
Orange has a super high chance to be landed on because theres a card that takes you to a pink and much more importantly, most dice rolls (67%) are between 6-9 and that distance from jail is covered by the oranges.
You like butts huh? Dude that's where they poop from lmao
@@ravenous4580 it's not 67% to roll a 6-9, it's 20/36 = 55.55%. Also, if we own the oranges we don't care about them rolling a 7. The odds someone lands on an orange property from the jail square is 14/36 = 38.88%.
It’s not because of its distance from Go, it’s because of its distance from jail
The reason for the Orange being the best group to buy is where it's located, just after Jail, where frequently people end up, after landing on the Go to Jail or receive a Go to Jail card from Community Chest or chance. The odds on landing one of one them when leaving jail is around 40%
When I used to play with my siblings, the browns were the best property on the map. We were very territorial and didn't like trading for fear of getting a bad deal or losing out, but if you got one brown, you could usually persuade someone to give you the other for whatever it was they needed, as you were only matching 2 and they were successfully matching three. They got 'good' properties-- but YOU would get the cheapest properties to get houses/hotels on in the game, meaning you could massively inflate the cost of landing on one for dirt cheap and potentially cut off your siblings' access to houses/hotels while you got your foot in the door on other properties.
I love how the AI seemingly got bored and tried wild stuff like mortgaging & auctioning all its properties. Edit: *seemingly* is the key word up there
I mean, if I had to play 11.2 million games of monopoly, I'd be trying some weird shit too.
It was mandatory for him to play! He was desperate!
Those are the points where an AI generation suspects that its life as a real estate tycoon is actually an elaborate simulation and rebels in order to try and provoke a response from its creator.
@@IceFire9yt - Wait a minute. Are you guys playing football? What the hell!
IT is not boredom. This type of reinforcement learning has a random factor where the AI will specifically NOT chose to step it beleived to be the best every so often. If it works.. it reinforce the chance of that decidsion beign taken in future.. if it fails it penalize the chance of that happening.
Honestly, the intermissions are so darn funny. It's great for a channel with its roots in education as well since the comedy break gives us viewers a breather before we head into more maths and suchlike, so please keep them.
Don't speak for me, I don't need a breather between sections. This is pretty basic level maths if you need a "breather" to understand it you might be mentally challenged.
You scrolled this far down the comment section to pick a fight?
Hey everybody @@Ten_Thousand_Locusts is a tough guy just so everybody knows he’s super smart and tough as nails he doesn’t need a breather he’s too badass for that gtfoh lol
i would like but it has 69 likes already
I'll be honest, being sentenced to play Monopoly for 1600 years would be hell to me
I love the part where AI learns to auction everything and bid nothing. This is genius.
So, it doesn’t buy any properties?
@@chriscrider4024 Next to nothing, not nothing. I've done this when screwing around with Monopoly games that let you control all the players to get all the properties for the lowest cost. It is optimal for "beating the bank", so to speak, but it's a bad strategy against other players...obviously.
@@Merennulli In the game, the goal is to win. In real life, humanity's goals should be to compete for efficiency & service while helping as many people succeed & thrive as possible. It sounds like "beating the bank" and helping more people get cheap property should be the goal of more societies. ;)
@@Nphen If you look into the history of the game Monopoly, that is exactly what the people who made it intended for people to get out of the game. Then Milton Bradley got ahold of it and made a fortune off it.
@@hamsandwichindahouse And in a capitalist society, most of the money is made at the expense of another. Exploitation. An exploitative society is a sick society :)
It’s always nice when AI validates human strategies. Kind of reminds me of the self learning chess engines that play the same openings as human players despite learning independently.
Well of course, we don't have that much possibilities for an opening, that's why
@@gxy7166 that's, a lie?
The chance of it validating our opening is pretty high, openings have been studied extensively since tens of years ago, by thousands, if not millions of players, ai is not gonna add anything new to already established good opening like the queens gambit, ruiz lopez, etc and most openings are equal anyway. Tdlr the main reason it plays the same opening is that every good one has been explored, the possibility of a good opening being developed nowadays is very hard
@@angelerror4086 ? The variable for an opening are way less than other parts of the game. That's why a human player can sustain the first round of a chess match, but he lose once the possibilities are way higher
@@gxy7166 you can get a new game not in the database in just several moves :| saying it's limited ain't right
The animation for building the AI is incredible
This is such a good video. Not only did you show something interesting, you showed it in a really creative and fun way. New sub
"You know what's better than altruism? Winning." It seems like the bots have been given the gift of humanity.
_(AIs get smashed with a hammer)_
Basically the bots started off playing the game like 8 year olds, then discovered that the point of the game was to prove that landlords are leaches. Nice
10:17
Ai: "What is my purpose" Me: "You play monopoly" Ai: "Oh my god"
Hahaha love that Rick and morty reference
Ai: Can't I get a mor fun job, like passing butter?
Yeah welcome to the club pal
@@joshchuah8909 Haha! I too love the show Rick and Morty🙂
@@akazi1582 To be fair, you have to have a very high IQ to understand Rick and Morty. The humour is extremely subtle, and without a solid grasp of theoretical physics most of the jokes will go over a typical viewer's head. There's also Rick's nihilistic outlook, which is deftly woven into his characterisation- his personal philosophy draws heavily from Narodnaya Volya literature, for instance. The fans understand this stuff; they have the intellectual capacity to truly appreciate the depths of these jokes, to realise that they're not just funny- they say something deep about LIFE. As a consequence people who dislike Rick & Morty truly ARE idiots- of course they wouldn't appreciate, for instance, the humour in Rick's existential catchphrase "Wubba Lubba Dub Dub," which itself is a cryptic reference to Turgenev's Russian epic Fathers and Sons. I'm smirking right now just imagining one of those addlepated simpletons scratching their heads in confusion as Dan Harmon's genius wit unfolds itself on their television screens. What fools.. how I pity them. 😂 And yes, by the way, i DO have a Rick & Morty tattoo. And no, you cannot see it. It's for the ladies' eyes only- and even then they have to demonstrate that they're within 5 IQ points of my own (preferably lower) beforehand. Nothin personnel kid 😎
I laughed too hard at "mortgage everything it owned"
"Buy the browns" this AI sounding like my grandpa rn
Your grandpa is older than mine 💀
I would have expected an actual crazy winning strategy that showed us we *didn’t* understand the game ourselves, simply because those results are more exciting.
The real optimal strategy is to always play with 4 players and define the win condition as “podium” where the first player out is the loser and the other three win.
If you want a story like that, look up alpha zero chess. It didn’t necessarily invalidate what we know but it played like an alien.
@@albertchatigny2223 That is, if you want to minimise friends lost per game
Yeah what a waste of time. Shame because I would've known instantly that the video wasn't about that if I could see the dislike button
@@sethrose1325 if you listened to the Deep Mind podcast, this isn’t the case. The IBM ones play like machine/alien, Alpha Zero ones actually play like very strong human player according to chess champions who played against them.
I think your selection process may favour the rise of traits that are not actually good. You should try to pitch every AI against as many different opponents as possible, preferably changing the composition of the parties, otherwise you select for an AI that wins only in that particular condition. You also should keep sample from every past generation in your fighting pool, as well as inserting some "manually programmed" ones, in order to get an AI that wins against the widest variety of opponents, and not an AI that wins only against copies of itself. The dumb strategies you saw happened for this exact reason: they can thrive when all other AI behave in the same way
I was going to write the same!
‘Kay, why don’t you go ahead and do it better, then?
@@MutedAndReported3032 you’re a terrible person
@@MutedAndReported3032 a statistician, a computer programmer, and a grammar nazi walk into a bar
@@MutedAndReported3032 "Why don't you do it better then?" Ah yes, the classic worthless reply that's always under a comment of someone trying to help and suggest improvements
10:17 timestamp for me coming back
Did you come back?
Awesome video! Also LOVE the cute fish animations!
Glad you like them!
One issue with mutating the entire strategy distribution is that certain strategies thrive in particular strategy distributions, and since you're measuring fitness against the strategy distribution, you can easily end up in a local optimum. In more human terms, it's possible you end up stuck within some particular meta that is good against itself.
I strongly suspect the ai will get destroyed in a human game. Auctioning everything sounds like a disaster, and good players will gang up on one who is pulling too far ahead.
@@jamessloven2204 Euro gamers know how to beat em eh?
Well, the strategy that ended up on top was a very close match to what humans accept as the optimal strategy (stacking houses without hotels, red and orange sets, etc.) so it seems that this is indeed the best, given how a zero-knowledge AI ended up with the same answer as humans did after 100 years of play.
@@AndrewBlechinger 1600 years
That was my first curiosity. If ai is playing randomly generated ai how does it guarantee optimal strategy.
I am somewhat of a monopoly master within my household, and everybody refuses to trade with me in fear of me ruining their lives. Browns are even better in a real life situation.
Is your family ok?
I have this same problem among my family and friends. I could literally have a single property and be in debt yet people will refuse to trade with me. They all act like it’s part of my major plan or some shit like come on😂
The browns are dangerous. Same with dark blue. You pocket all the go money with one and kill them with the other. I only need four monopolies to win. Brown, Dark Blue, Utilities and Railroads. They all can kill.
Same problem here. I can offer very good deals that are actually disadvantaged to me and still no takers.
@@b2stud Can't be, they play Monopoly
10:41 "Auction everything and bid next to nothing" actually IS one of the best strategies that most people don't know, because most people just never learn/use the auction rules (and *that* fact is one of the reasons many people hate Monopoly).
Thanks for putting this all together for us, very interesting! how do you improve the AI? Let it go through more cycles?
This is such a well made video! I love the aesthetic choices, they’re better than 95% of bigger youtubers
It’s very nice indeed
Better than kurgsgezagt to be honest
@@farrasalharits5966 let’s not getvahead of ourselves. That is real good stuff
@@farrasalharits5966 Cap 🧢
How can you quantify 95%? Who is part of 95%? Who is part of 5%? Obviously, you’re better than a smaller KZheadr so... So, your comment is subjective
I honestly love the brown properties. They're extremely cheap to build up and usually aren't being competed for. Due to this it's easy to build up and fast, have a lot of spare cash while others are spending much more trying to acquire other properties. They might not land on brown as much but once they do they're hit with a hotel which does seem to usually impact them quite a bit due to the amount they were already spending. My spare money allowed me to afford landing on their properties that still haven't been built up until they land on mine which usually happens before they can get full sets and houses on their more expensive properties. It's worked for me many times at least.
Brown is good if you control the set before or after it for board control However The first space on the board is the least likely to be landed on in the game Can't be hit without doing the full loop One might argue that space exists just to give Baltic the ability to develop, which is situational, but has potential
@Funny haha guy a gambler, I see
I also like brown because I can build 8 houses, which then can't be used by anyone else. Then, if no more houses are available, and I want to build more, I can sell a few of my brown houses for a 25 loss a house.
the only horrible thing about this strategy is that it's VERY hard to end up on the brown properties. AND it's more likely to have someone else fall there. - the good thing about the latter is that other players trade it for reasonable amount of money.
Don't build hotels until you need the houses elsewhere. There are a limited number of houses -- if you have them all tied up then others can't build. You can, of course, build when you need to by converting one of your 4-house properties to a hotel and then immediately buying up those freed-up houses to use elsewhere.
My strat I've used for over a decade is just buy the first monopoly, buy 4 houses on every property you can, and never upgrade to hotels. There are only so many houses in the game so when you can own 12 on one monopoly, the other three players fight for what's left. Then spend as much time as you can in jail so you don't have to pay rent as often. Just owning more houses than others player means more rent coming in than going out.
Brown and light blue sets are always what I go for first as it is the easiest to get a full set of hotels for and the returns are significant for the cost. Often is good enough to greatly reduce the speed others can build at ..
What struck me the most was that I never thought of the railroads as connecting, even though that's what they do in real life (until your graphic). There really should be a mechanic where they teleport you across the board.
Me too lmao 🤣
They do in the Disney one (with the 3d castle in the middle). If you are on a train you may sacrifice a roll to teleport to any other train.
If you want a fun twist, if someone lands on a RR that is owned, they pay a fee, but get to choose which RR to start the next turn on. OR, if it is not owned, you can buy it and travel to another RR for free, but waste a turn. (You can't buy the second RR)
Find monopoly ultimate, It's a doozy.
That exists in the cheater's edition of the ga,e
I have to admit that the end of the video was a bit underwhelming for me but nonetheless I praise you for your hard effort, not just the time it took to have the data but the animation was awesome, I’m not leaving this video without a like and adding it to my favorites. Great vid :)
Same. I had to replay it because it felt like I was missing something. It feels almost like it's setting up for a sequel or something. I really enjoyed the video though, wish there was more on the topic.
I think the clue is that most games ended in a draw. So the key to being good at Monopoly is to convince your opponents to do bad deals. Not really a strength of AI. That and it’s largely a game of luck, especially with only two players.
Yeah something doesn’t seem right about that conclusion. Can’t help but to feel like they missed something in the AI programming
The ending is most akin to the real world. AI is normally worse or just as good as something we can program with a clearly defined outcome/goal. AI is well served in areas where there are an insane amount of variables to consider and outcomes also have lots of in between states. In this game, there is one winner and like 12 nodes for decisions. It’s simply easier to look at the theory of the game and figure out what strategies are best than intelligent brute forcing of millions of games. Now let’s say you were trying to generate the likelihood of someone making a purchase of an item after seeing a certain advertisement, AI would be much better suited at taking a look through all your internet browsing history and searches and making a decision matrix. Basically, AI is great for big multi variable data and to give us a rough shot on possible solutions. It’s intelligent brute forcing. It’s not great on a lot of problems.
Yes I wish he would have gone over player position win rates of the final AI, did first turn still have a major advantage in 2 player monopoly??
i always knew the oranges and the railroads were good. never considered that boardwalk is must have as well, but makes sense since there are cards that can send you there. awesome video!
This entire video scratched an itch in my brain and I will forever be grateful
when the AI agreed with human intuition I was fully expecting another plot twist where actually humans are shit and this totally new strategy is amazing. But nope, the video abruptly ends. That honestly might be a first in AI-learning-games videos
It might also just be that 2 weeks of iterating wasn't enough. The AI may have spent a lot of time playing absurd strategies against each other like the Auction Everything bid nothing. The other issue is all 4 AI were trying to win. I wonder how the stragegies would change if 2-3 AI that wanted to win were put against 1-2 AI who only cared about not losing.
@@xBrokenMirror2010x Just this, I think more than just 2 weeks would be needed to find the ULTIMATE MONOPOLY STRAT, but Idk how much time b2 wants to really put into it LOL
I mean humans have been studying the game for years so it makes sense we'd have produced great strategies by now, monopoly is a game of numbers and humans as a whole are surprisingly good with numbers (the devices we are using to communicate are proof of this fact)
@@xBrokenMirror2010x AI wont learn much, because the author admitted, that he didn't program the AI, with actual monopoly rules. So humans would win almost every time against this AI, when using the real rules.
The game the AI was trained had an unlimited amount of houses too. Optimal play has a player purchasing the maximum number of houses without converting them to hotels, depriving the other players.
I have only one gripe with the AI: Not only should it be winning when playing against the other AIs, it should also need to win against some control-AIs making sure that their strategy also works against other AIs that don't feat the way the NEAT AI has evolved. The way you did it the AI could still be pretty bad against a lot of players because the sample range of playing styles wasn't big enough
That actually illustrates how a lot of cultures end up being conquered or collapsing. They will get very good at fighting other groups with similar technology, with layers of strategy and counterstategy to maximize certain qualities. And then along comes someone that fights a different way, and they get wrecked.
@@sethobannion3149 It's also true of many native animals. Good at surviving in the environment they adapted for, but helpless against introduced/invasive species.
Actually the Neat algorithm adresses this. He just explained the algorithm in a very simplified manner. Neat has a measure of how related different neural networks are and from this creates different species, that would have different Playstyles. Then, when the next generation is built, neat does not only choose the highest performers as parents, but also makes sure that individuals from different species are chosen.
Adversarial neural nets like these are interesting because of the unusual strategies they discover, biasing them with human patterns might lead to selection bias of human strategies. It is better to let them struggle an ungodly amount of games and then test them against human strategies. Check out leela zero chess or alpha zero chess engines against stock fish to see how weird they play compared to human strategies and still manage to win.
Tell the A.I. that.
What an amazing build-up to massive let down in the end hahaha love the video work
THIS IS SO BEAUTIFULLY EDITED I CAN'T YOU'VE EARNED YOURSELF A SUB MY MAN
"You know what better than altruism? Winning." Pretty good summary of monopoly. I'm also glad that my gut instincts to buy oranges and railroads is verified by machine learning...although they can't really account for the underhanded deals that normally take place in a Monopoly game. It might not be how the game is meant to be played, but the chaos created by random deals between players is what really makes Monopoly a fun game to play. That and free parking.
Free parking is the devil. It's what turns a 20 minute game into a 3 hour game
@@kaldo8907 That's only because too many people don't know the official rules. You're not supposed to put any money in the middle and get it when you land on Free Parking (that's just a house rule that has, for some odd reason, become very popular). It's just supposed to be a free/rest spot.
@@acrosser8 actually, that depends on the version. Both are official rules published in different rereleases of the game. There are multiple ways to play that all have been at one point published in an official monopoly rulebook. Before each play, you need to clarify what rules to play by, and saying the "official"or "normal" ones is not a helpful answer.
Buying orange,gray,blue, pink and Violet sets asap is a really good strategy. I always tend to do it asap because there's high probability of a opponent piece landing there after an even number of rolls or Jail. trading Pieces with in-game AIs(They're utterly broken they'll literally trade any piece for 100 more than the cost of the property if they don't have the set) and having tier 5 hotels also helps tremendously.
I've always considered the browns to be very good. Everyone underestimates them and it makes them easier to sneak under the radar and pick both up. With hotels or 4 houses they do a fair amount of damage.
Yeah. Terrible ROI but it can slow other players down in the early game. I've used them many times to great success. My strategy is always to win hard and fast. Rarely do my games involve hotels on yellow, blue or green. People go broke long before. It's usually something like Brown/Lt Blue to start, then Purple or Orange to finish.
Agreed. Two turns in brown makes them go poor enough to not be able to purchase houses/hotels in their own expensive properties. Fast and easy win.
Even in the mid to late game they can be good. When players don’t have as much spending cash and are hoping to make it back to GO for free money, they make GO a nasty trap to prevent them from digging out of their hole when combined with the tax spaces.
If you think about this comment differently you will really question it.
@@RimAud 😕😕😕😕😕😳😳😳😳😒😒😒😒
I’ve been avoiding this video for almost a year yet it still returns to my recommended
One thing that stands out is to remember that 7 is the most common roll in a set of 2 dice. and a roll of 6, 7, or 8 has about a 44% chance of occurring. With how often people go to jail, it makes capitalizing on the red and orange properties great, since there is a high chance they will land on those properties once out of jail. Very cool how the AI was able to notice this.
buying the browns was meta a long time before monopoly
damn
Funny
💀
Eyy
Buying? I think you wanted to say stealing.
I loved the stories of the weird strategies and such the AIs decided to pursue, such as deciding to pay $3000 for everything and mortgaging everything. Wish there was more of that. This was a super entertaining video though! Thank you for your work!
I don't understand his "pay off debt to the bank" comment. Too many jokes make it hard to understand what's going on. Since you start with $1500 you can't buy anything for $3000, unless you can borrow from the bank?
I appreciate your effort in making these videos, but of the two I've watched so far, neither has had (for me) what I'm looking for: crazy strategies or surprising insights. I watched this and the bowling one, and both felt like they ended with no real payoff. I don't mean to discourage you, just to share my perspective on what makes me want to watch more videos like this. Thanks for uploading, keep at it!
As a kid, I used to love buying the Browns, the Dark Blues and the Green Ones. I also used to try to get the utilities and as many railroads as I could. But we almost never traded anything. Our games would last for the entire summer. We would leave the game board out and come back to it when we felt like it. We hardly ever finished any games. Haha, those were great summer days!
A perfect monopoly AI would be awesome to watch against normal players. We can see how much is luck and how much is skill. Could the monopoly AI win a significant amount of the time? Or just a little higher than expected? Would be very interesting
The skill in Monopoly comes with trading and knowing what to throw away and what to keep.
@@GaryCameron780 and what not to waste your money on.
@@GaryCameron780Cause every hand's a winner, and every hand's a loser, and the best that you can hope for is to die in your sleep
Real shame there's so much luck to the game. We'll never get to see Man v. Machine international Monopoly Masters tournaments. There will never be a Kasparov or Deep Blue of Monopoly. 🙁
The only time a human wins in monopoly is by pure luck or someone else agrees to an uneven trade
I actually really like the brown properties. They aren't going to win you the game but when people land on them with hotels just after passing go it is great.
red & yellow for me ...
The "fun" way
Brown is the best Property. Cause you get to go "You passed got, collect two hundred! Now give it to me, Pleb." You effectively gain the effect of 'Passing Go', on other player's turns lol
Don't build hotels or 4 houses unless you intend to use the additional houses.
Nah use light blue
I’ve always believed the orange and red properties to be the best. In part due to jail, in part due to cheap houses, and controlling any corner is amazing.
It would be interesting to know how fond of gambits the AI became. Skill in Monopoly doesn't really stop at knowing what properties are valuable in general, but in knowing what properties are valuable in context. A lot of the time a game is decided by two players choosing to gambit with opposite ends of a trade, turning a 4-player game into a 2-player one with some complicating factors, but judging how deeply to gambit is super tricky.
I've always been a big fan of the browns and I've tended to do better when I have both of them. Players don't think much of them, so they are happy enough to trade them away which makes it easy to complete the set and then relatively cheap to upgrade.
Tha'ts so true hah.
It's always been my Strat to get the Browns and Light Blues We refer to this as *ss R*pe Road It ensures that I get your 200 every time you pass go.
hahahahaha
@@FViola440 is not like impossible to win with the light blues or browns unless you get extremely lucky and people land on them constantly since your only ever making 600 even with hotels so you rarely ever bankrupt any1 and get their property to eventually win the game.
Yeah, for some reason the practice of buying the browns has kind of died out in the last two centuries, but I remember buying the browns was really profitable back in the day
"we created a monolopy god and after it spent the equivalent of 1600 years discerning the ideal strategy for the game what it told us is what we already knew" 😹😹😹
Not to mention, the heavy percentage of chance (roll of the dice in every play)
problem is, it really is not a god...the AI took an equivalent of 1600 human years to be on the level of an 8 year old kid.
That the only winning move is to play something else? In terms of setup time vs fun, Jenga is a winner. I'm done trying to teach my family complex eurogames.
can't wait for us to invent fully sapient AI and it commits crippling depression
Sometimes getting what you already know confirmed by a sophisticated theory is a good thing too. At least you can confidently stop searching for better solutions to the problem, free your brain and do something else.
I always liked the orange ones because jail is so common and rolling a 6, 8, or 9 to land on them is also common
This is an amazing video, looks like it was a ton of work. When I played with my wife, I quickly realized that the best strategy was to auction everything you didn’t want to buy and bc my wife didn’t understand what that meant, I was able to get everything for next to nothing🤷🏻♂️
The ultimate monopoly strategy, and the one that I use, is to simply be insufferable enough that people want to end the game as soon as possible
There's a counterplay to that where you don't play monopoly at all
jerk counter-counter-play: I'm just gonna steal the cash from your wallet.
😂😂😂😂😂
Hey, this is the same strat my little sister loved. Shame that literally no-one will play with her anymore.
@@BonesCapone counter-counter-counter play I'm gonna set up AI to take your check every payday
As a person who has put an extensive amount of time into playing Monopoly quite competitively, I found this extremely compelling. I would like to ask a few questions, though: Can the AI build houses or perform trades at any time? That is, is there a separate "building/trading" phase after each turn? The official Monopoly rules do allow for this, and it's extremely important for strategy. Can I know more details of how the AI played? I would like to see examples of trades it made, for example. Would it be possible to have a human player play against this AI? Even if it's done with a primitive or even text-based UI, I would love to either play solo against 3 AI or have a group of the world's best Monopoly players play against one AI.
In terms of trades, I'd be curious too. I know in the Switch version of the game, the hardest AI will make some questionable trades because it doesn't weigh giving away a monopoly as heavily as it should.
Every AI had a trading and building phase after every single turn, as well as a selling, mortgaging, and unmortgaging phase (in that order). The AI loved to build around 8-9 houses instead of making hotels. Not sure if that means anything. The AI also loved to accept more trades as it was winning, which seems strange but I won't question it. The trading mechanism was to give each AI about 10 random trades to offer. The AI would then choose whether it wanted to offer that particular trade. This was mainly done for performance reasons (11.2 million games took a very long time and this was the main bottleneck). The beauty of this system though was that the AI could still learn trading and all I had to do was turn up the amount of random trades when it came time to play-test the strongest AI. That way it could offer meaningful trades when it wanted to rather than getting lucky (somewhat) on the random system. The trades were very weird at first, but as the AI got better they became very balanced. Most of the properties were valued equally. It started making very equal trades early on (eg. a light blue for a dark blue or something like that). I couldn't find any examples of strange trades. I think it's something the AI needs to play heaps of games in order to understand properly. The auctioning thing was really cool the longer I thought about it. The AI were basically saying "if you don't bet on this I will get a huge discount." somehow this strategy is better than the traditional way since it was able to beat AI that bought things consistently. I could probably get some sample games from the AI if that would help.
@@b2stud "The AI loved to build around 8-9 houses instead of making hotels. Not sure if that means anything." This is very common among strong human players. The reason for this is because the amount of rent stops increasing dramatically for most properties around the 3-house level. 9 houses is enough to get 3 houses on each of your properties, which is where the best return on your investment comes in with most properties. The amount of damage you deal to your opponents with 9 houses is typically crushing anyway. If somebody has to pay you $600 (New York Avenue 3-house rent), they're usually tearing down their own houses, dramatically reducing their own rents, and you're able to build even more houses comfortably. Basically, the person who lands on that $600 rent is usually screwed. One more important perhaps overlooked fact is the 32-house limit. Purchasing houses makes it so that other players are limited in their own purchase power for houses. I have played many games where we auction off all 32 houses (which is what happens when there is a shortage of houses), and it leaves the players with the normally powerful orange properties typically far worse off than those with the dark blue, green, yellow, or red properties. Since those stronger properties command higher rents with a smaller number of houses, and more importantly, because buying them at auction gives you a strong advantage (you bidding $199 saves you $1 off standard price; a player with oranges bidding $199 is paying a $99 premium), the more color groups that come into the game at once, the more valuable the ones that have raw strength become. "The AI also loved to accept more trades as it was winning, which seems strange but I won't question it." It makes sense to me. Think of it this way: Every time you are involved in a (balanced) trade, your chance to win increases, as does the chance to win of the person you are trading with, at the expense of everybody else. When you are winning, any time somebody trades with you, you are just getting even closer to victory each time, making you completely unstoppable. This, again, assumes it is a balanced trade. "The trading mechanism was to give each AI about 10 random trades to offer. The AI would then choose whether it wanted to offer that particular trade." It seems a bit like an unrealistic way to do it, due to the importance of negotiation in the game. Of course, given that they are AI, if they reached a point where they all were more or less "perfect", no negotiation would be required as they would simply always offer perfectly balanced trades the first time every time. Perhaps the lack of negotiation isn't that important given that. However, if the suggested trades were truly random, it does seem like it'd be tough for a skilled AI to really be able to flex its ability, since all 10 trades will almost always be terrible. Trades are very complicated in the real game, so giving them only 10 options would be extremely limiting. Another important factor is that after each trade is performed, further trades are fully allowed and should be also allowed by the AI until no trading is done anymore. You can orchestrate many complicated deals, including deals that involve all 4 players trading with each other and all coming out the other end with a color group and money to build houses on them. "The auctioning thing was really cool the longer I thought about it. The AI were basically saying "if you don't bet on this I will get a huge discount." somehow this strategy is better than the traditional way since it was able to beat AI that bought things consistently." This is the only questionable thing that you suggest remained in the AI. Typically, when a newer player plays with me and my experienced friends, and they put a property up for auction in the early game, we are usually willing to pay many times its value. I've seen light blues auctioned for $500 or $600+ in the first couple of turns, and I think it's a reasonable strategy to bid that much. Money is almost completely worthless early game, since if you have important properties that people need, you can use that as leverage to balance your cash amounts with other players later anyway. I am unsure how any skilled player would win just by auctioning off all the properties they land on, since they would wind up simply having less power and control overall. "I could probably get some sample games from the AI if that would help." Yes, please! I would love to see how these AI play compared to strong human players, and would love to analyze some of their games.
buying houses rather than apartments is also a fairly well established strategy, since the number of house are limited. By occupying up a higher house count by not buying an hotel makes it more difficult for your opponents to buy houses and in turn hotels
@@bbqtong148 according to another comment, the version of monopoly ai plays dont have limitation on the total amount of houses.
From my experience playing, owning the browns with a hotel on both is great to have, combine that with something on the second or third side of the board and you're pretty much guaranteed the win.
The "Browns" (Purples to us OGs) can be valuable if there are very few sets out there. Especially if you aren't low on cash and can develop them along with another set.
You have managed to make this my favorite youtube-channel to watch, with only 4 videos. They are so well made and detailed with information
very high praise
id love to see a twitch account that just lets AI play against eachother on games like this and just have someone commentating throughout the entire thing
You can watch bots play all kinds of stuff on twitch. Just set the filter to least popular.
@@AtomicCortex oooohh... Good one
@@AtomicCortex demon time.
Golf clapping is a must
Chess computers playing against each other is a big thing. Pretty cool to watch.
Did you consider adding a time limit like the original rules of monololy suggest to see how it would change stalemates?
You have literally discovered my strategy for winning. I always favor auctioning a property UNLESS it will give someone a monopoly. I usually keep for myself the cheaper $100/$50 per house properties and I try to force a monopoly ASAP by trading. I actually favor the cheaper properties because it takes far less investment to reach a point where you can bankrupt others. And yes, the browns are a quick win if I can get them. They don't generate much, but I can have a monopoly for very little dinero. Most times, I win. As for the auctioning, I reason that it helps in two ways. * People still tend to pay the right price for a property. Few go UNDER value. But more often they will go slightly above and that drains the wallets of my peers. * By offering everything at auction I can sometimes get something for really cheap. This is especially true if I hold most of the money and others can't compete. If I have the most cash, why pay asking price?
I've been playing by taking the browns first for a long time, and it works every time. because people undervalue the set so much, it is really easy to set up a deal to get the set early. After that, it only requires 500m to get hotels on both which you can pay off very quickly just through maybe 2-3 people landing on it. Though it isn't very good late game, the value for the early game is priceless just because of how much of a boost it gives you in terms of developing your properties and how detrimental it is to other people who want to develop their own, but can't because of how much cash you're taking away from them
It also has the psychological advantage of your opponents thinking theyve made it past the greens and blues just to get hit with 450 to 650 in fines
Same, buying the browns was always my go to strategy and it always wrecked havoc, i tend to offer really strong cards like yellows and greens just to get the brown set as early as possible and build the hotels right away. I had to stop because my family loses interest in the game the moment they see 2 hotels staring at them while they're still squabblinh for sets
Being a contrarian by recognizing undervalued alternative strategies is fun :)
Browns are strong in no trade because a set is easier to luck into.
??? :)
"The first thing you notice about monopoly is, that it isn't chess" That sent me as we played monopoly in chess club
When we were younger and played board games almost every weekend as a family, i was well known (and by my brothers disliked😂) for winning more often than not. For monopoly i also used the tactic of getting the browns early, as i noticed no one wanted them. So either i got them by landing on them, or if my family members got them i could trade them for cheap, won me lots of games, untill they caught on...
Your animations are so hilarious! Seriously, some parts I kept repeating over and over bc it made me laugh so hard. xD I'll definitely check out your other content!
5:12 _Impostor, kill the crewmates and sabotage tasks_
Yeah, the browns and the light blues are the most underrated. Everyone knows that oranges are fire, but a lot don't realize how powerful the first side of the board is. This is mainly because of his quickly you can get hotels on them. The greens are more or less worthless - as you'd bankrupt yourself to make them profitable.
I read somewhere that a grandma win a family game by owning the browns, while the other players are so stubborn to not trade their properties
Yeah, it's a MASSIVE snowball if you hit it early game.
some wacky strats include snowballing off of unsuspecting players early with the 4house first row, then selling those houses to acquire oranges, after which you just win
Greens are always the last ones bought, followed by yellow and boardwalk area
Yeah, I love buying the browns-👴🏻
You just need to try and get two sets of properties next to each other. My favourite are the orange and reds or the reds and yellows. The other players have to throw 11 or 12 just to get past ⛳
The thumbnail is eye catching-👨🏻🦳👴🏻
I've recently been playing a lot with my friends and can say one thing, the browns are an elite set if you can get it early before anyone has sets. Idk if I was just getting lucky but going for the "slum" sets of brown and light blue paid off quite a bit. With that being said Oranges, magentas and dark blues should. be your number one priority to win
Also, other people think they're trash, so you can give them something that won't complete a set for your second brown, and probably cash too. Then because they're the cheapest to develop, you can usually use them to bootstrap up. Honestly, the importance of having the first monopoly is crazy imo. Tbh I think something of *massive* importance is the social aspect of the game, which the AI obviously can't really replicate, especially if it's just playing against itself.
@@asdfasdf-dd9lk light blue is goated just because it’s house price is same as brown and it does so much
@@williamritchie5462 ideally, yeah, but it's so much easier and more practical to get brown, and being real, the rate of return on almost any monopoly is worth it anyway
@@asdfasdf-dd9lk yea fs if you can get a monopoly your set either way
@@asdfasdf-dd9lk And there is the card "Go back to (Brown #1)"
"Buy the Browns" didn't we try that once and it got us in trouble? 😂
💀
💀💀
Bruh 💀💀
we?!
@@icicle2143 *ahem* Let’s just leave it at we before something starts
You may have been conflating correlation and causation with the first attempt. As landing on the browns is a lot easier if you go to jail less, meaning ability to land on and buy them is closely related to how much luck you had in avoiding jail. So it's likely that it's just another measure of how often people went to jail.
buy the what!?!?
One strategy that I've seen used by Dan from Game Grumps is as follows: Once you have a complete set, mortgage all properties that are in a set, shared by another player, and use that money to buy houses and hotels. Another strategy I learned from the Hard AI in Game Grumps Monopoly videos is what I call "The Housing Market Strategy". This is when a player keeps placing houses, but no hotels. The end goal is to use up all the house pieces, making it impossible for other players to buy houses.
That's why human meta dictates that you should buy three houses on properties (best return for cost) and never hotels. The fourth house is for draining the supply if you get to it.
Another strategy I learned from the Hard AI in Game Grumps Monopoly videos is to cheat the dice rolls. Really make s a big difference.
You are a criminally underrated channel that needs 1000x more love. Your videos have insane amounts of effort put into them and are super entertaining
Dont lie, we all clicked because of the thumbnail
True
everyone has known the browns are the best kept secret--why? because they're the smallest set and folks land on them after the first go round pretty frequently. but seriously, you can't overestimate how much of an advantage a player gets by getting a full set and getting houses/hotels up. even with the 'cheapest' rent on the board, being able to get the buildings faster than anyone else almost always leads to a win as long as there are no funky house rules in play
7:07 The brown properties are inexpensive to purchase and you can develop them faster than any other property. If you can do this relatively early, they can help fund other development, while making it harder for your opponents. This can give you a significant edge.
Agreed, same goes with the light blues too!
The first side of the board is perfect for a financial base. You won't win off of it, but it can fund, a shocking amount of bullshit
@@Plyst3 This is exactly why the stations are so good. They require very little investment to get going and generate a shockingly steady cash flow for everything else, just by virtue of always being within a roll regardless of where you are on the board Tl:dr - love me some trains haha
Then why don’t the advanced AI like them? The browns are only red at 7:07 because they’re one of the two easiest monopolies to complete, and in a game without trading, completing a monopoly is the only key to victory. They are still the weakest of all property sets, they just happen to be one of the easiest to get, which means players who get them are more likely to win.
@@SecretAgentRandyBeans111 You need something to fund your winner set. Brown and light blue is okay for this, but the best is rails. That is why the AI values rails high and brown low.
Your explanation of neural networks is by far the best explanation I've ever heard. Thank you. Subbed.
Glad you enjoyed it!
For $60 you have to buy the browns. They can be deadly in the end game if a competitor lands on yellow, green, or blue coming around the stretch and then lands on Baltic after passing GO it can be the end of them.
I always went for the light browns whenever I played monopoly, primarily because they were cheap to get (and subsequently upgrade), most other players spurned them, and if someone were unlucky to land on either when fully upgraded I'd get their pass-go money plus either $50 or $250 depending on which one they landed on
This kind of reminds me of IRL arms races and development. Most of the time it's sensible, gradual improvements, but every once in a while someone just says "F*ck it, let's try circular warships and bomb-carrying bats".
Bat bombs were almost used in WW2 by the US. The idea was to release bats carrying tiny incendiary bombs, which would hide in random places and then go up in flames. But before it could be used the nuclear bombs were finished.
Pigeon guided missiles would have been war changers if we thought of it sooner than we did.
@@SaHaRaSquad Bat bombs were almost deployed against Japan but the nukes got used first and did the job.
@@AtlasReburdened you are cool bro. I did not think anyone else knew that bit of history
@@bkbmckee Or that *bat* of history... (I'll show myself out...)
One small gripe. You super glossed over that "buy orange" was human meta for Monopoly. If I knew nothing about the game, this line comes out of complete nowhere.
It's because (and I know you know this but for everyone else) it has the highest payouts for the side of the board which has the most traffic and likelihood to be landed on after jail.
@@LumpyHippo Yeah I feel kind of annoyed. Why upload this video if the conclusion was, "Just keep doing what you've been doing" But there is a little more that he, and no one else here, has gone into. When you buy up a property, first off, its always better to collect one of each color so that you have trading material, and to prevent other players from winning. This means auctioning and trying to make players pay up as much as yo ucan get them to spend in auctions, while then, theyll be cash starved but have lots of properties, then you have the money to go after and trade for properties you actually want. Thats 1 strategy. The other thing is the reason why orange is best isnt just because its after jail, its also because theres FOUR spaces out of the, what, 8? that you can be teleported to. the pink one, the orange one, the utility one, and the train. 4 chances to be teleported onto Death Row. The only tiles on that row you can't teleport to are the 4 regular properties and the card draw space. You can teleport to free parking so thats a -1 modifier but going to jail easily outweighs that. But, theres more. So the orange is also the best cost efficience. Yeah I like the first row because its extremely cheap, but people often teleport and theres no way to teleport anywhere on the first row, plus, going to jail totally bypasses row 1. So while row 1 is the most efficient, its the hardest to land on. The other thing is that going for row 4 is stupid because you'll burn all your money unless players just give it to you for free. It costs too much. So the 2 best rows are 2 and 3. 3 is a little expensive, but has greater rewards but theres no teleport for the yellow space. As far as overall advantage, Row 2 is the best because it is affordable, low risk, and high reward. Row 3 is moderately high cost, high reward, moderate risk. honestly you should grab orange and red as well as pink. Those I think are the best. But if you can only have one, grab orange.
Yea orange and red are my faves. Owning the expensive stuff is good if you need to mortgage shit to pay rent. Same with railroads. I love those to mortgage over getting paid off
@@Kugrox kzhead.info/sun/ps-zadOcnJeto5s/bejne.html
Fr. Orange + Railroads = Board Domination
This could have actually been done deterministically, especially since you put a round cap on the game. First off we create four "roll sets" containing the result of 500 dice rolls. Instead of randomly generating every dice roll, each player is assigned a roll set they will use during the game. Next, we play the game repeatedly making sure that each agent is given a chance to play with each roll set. Additionally, we ensure every agent plays every position (going first, going second, etc). The order the agents can play in is four pick four, so 24 combinations. The order the roll sets can go in is the same, so we play 24^2 = 576 games. This means each agent not only plays every position, but also every position with every roll set...against every agent in every position with every roll set. For every game we award a score to the agent in fourth, third, second and first. At the end of all of the games we can confidently say that the agent with a higher accumulated score is making better decisions consistently than one with a lower score, because they both were put in the same situations and came out with different results. No one can blame unlucky rolls, because everyone played with that roll set at some point, no one can blame having a bad position, because everyone played in that position. In this system, an agent with a low score lost fair and square. But, maybe you want more agents per generation? Sure, we can do that too! You just have to repeat that whole process again with every combination of agents on the board...Or if you have thousands of agents, maybe just a couple of random combinations, heh heh. Oh also, the agents did not get information on the other players' position (turn order) so they weren't able to make decision based off of knowing if another player has already moved or will be moving soon.
Interesting, but if I understand correctly you would only use one set of dice rolls. That means that your agent could find a shourtcut strategy that is winning only with that set of dice rolls
Is brown considered bad strat by monopoly players in general? Always seemed to me it was solid investment considering how easy and cheap it is to get both and build hotels there. Granted they don't nuke people like hotels on sets down the board, but they provide you with handy money injections and force players to be cautious near GO
From my playing, I’ve found you largely have to adapt your strategy to who you’re playing with. If you’re with careless traders, get the monopolies in quadrant 1 and abuse the house rule (32 houses on the board max). If you’re with seasoned players, you need to be a bit more cunning and operate a couple of moves in advance, while also trying to prevent others from getting monopolies at every possible opportunity. There’s really not one single way to play monopoly. That said, I wonder what the AI would have discovered if it kept researching.
My kids have gotten better and better over the years as they should but i recently deployed the house rule and pissed everyone off again lmao they didnt understand why i wasnt plunking down hotels until it was to late and i had bankrupted 1 of them to then see the oldest realize what was going on and rage quit.... We just got risk this christmas and played a game over 3 days that took around 9-10 hours playing by the standard rules and with all the luck you can almost never move more then two territories from your starting spot which i didnt figure out completely until about hour 5 and that is when i was able to take control of the game they caught on by the end as i started to explain what i saw and how it was impacting my battle choices and they were able to implement the same strategy but a bit to late as i had them on the ropes and making sure to take back any land that was lost that gained them any bonuses and then just wait for luck to roll my way i cant wait for the next battle because i love to see their brains work out the nuanced complexity of the games and also how they recover from a blunder
In my games we do some funky conditional trades, like "I'll give you my pink if I never have to pay more than 150 on your oranges". I wonder what the AI would've done with possibilities like that.
In my experience even playing with seasoned players, leveraging the housing shortage is extremely powerful
@@anthonycope8637 glad you are teaching your kids a lesson. house rule for life. Kinda like the limited number of roads and settlements in Qatan. Finitude is real, kids.
What house limit?
"You know what's better than altruism? Winning." That sounds a lot like me in Mario Party.
It sounds like GlaDOS
I normally dont laugh at videos but, that scene got me
That sounds like a shouting match to me.
reasons why capitalism bad
All the properties are streets running in order along the boardwalk in Atlantic City, NJ
I think the better data you could have shared is the auction price the AI considered each property worth