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The Problem With Game Theory – The Philosophy of Billions - YouTube
Channel: Wisecrack
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Hey Wisecrack, Jared here. Full disclosure
- This video is brought to you by Showtime.
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We were flattered to hear they dig our stuff,
so when they reached out and asked us to watch
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their show Billions, which is coming back
for its fourth season on March 17th, we were
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really stoked. We checked it out, and it’s
pretty great.
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On the surface, Billions is a drama chronicling
the rivalry between a ruthless billionaire
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and an equally ruthless US Attorney vying
for their own brands of justice. But today
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we’re going to argue that among its many
facets, Billions reflects on how games structure
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our lives, and how when we gamify our goals,
it can have a corrosive effect on our sense
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of morality. And while “people losing sight
of their morals” is a common refrain in
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media, Billions frames it in a novel way:
with game theory.
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Welcome to this Wisecrack Edition on Billions.
And as always, spoilers ahead. But first,
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a recap of the show thus far. Billions is
the story of Chuck Rhoades, US Attorney for
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the Southern District of NY, his billionaire
nemesis Bobby Axelrod, and the people enmeshed
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in their personal war. Rhoades is an ambitious
prosecutor who fights for the “little guy,”
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using his clout and office to put white collar
criminals behind bars. He also has a penchant
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for cold calculus bordering on sociopathy,
as he betrays friends and family to realize
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his ends.
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"You used my company, my career, my future"
"My money"
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"And my own, yeah"
"Moves like that. Where do you get the f*****g
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nerve?"
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With higher public office in mind, he picks
his cases, forges alliances, and does a fair
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share of backroom dealing. He’s flanked
by Kate Sacker and Bryan Connerty, two ambitious
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and morally driven prosecutors in his office.
All the while, he tries to maintain his relationship
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with his wife, Wendy, who works as a performance
coach for the man her husband is trying to
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imprison.
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"You know there's a psychological profile
for people who self sabotage, and you're starting
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to fit it."
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Chuck, the manipulative man of justice, is
contrasted with Bobby Axelrod, a mega-rich
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hedgefund manager who never forgets his humble
beginnings
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"You're driven in the way only someone brought
up from nothing, the way we were, can be.
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Or his love of Metallica. His staff is unflinchingly
loyal, especially his right-hand man, Mike
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Wagner AKA: Wags. But like Rhoades, Axelrod’s
drive to succeed is marred by morally, and
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legally, questionable behaviors: Insider trading,
profiting off of 9/11 victims; as well as
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a stubborn sense of pride that leads him to
flaunt his wealth to law enforcement
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“The house - I want it."
"Okay, let's take a beat. People are gonna
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say that -"
"They might - offer 63 million cash - take
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it or leave it on the call."
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Eventually, this all contributes to an ever-increasing
divide between him and his wife, Lara, and
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his protege Taylor. More than the clash of
Chuck Rhoades versus Bobby Axelrod, Billions
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explores how the road to power is paved with
corruption, lies, and eroding morals. And
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it’s the concept of “game theory” that
highlights just HOW this happens.
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So, what is game theory? While you may intuit
that it’s the study of things like poker,
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and that’s not wrong, it’s more broadly
the study of how people make decisions in
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a strategic manner. So, if you want to ask
your boss for a raise, you want as much money
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as possible, they want to give you as little
money as they think it will take to keep you.
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If you’re the employee, should you set a
number first, or let your boss? Should you
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ask for more than you actually want? How much
more? Is there a difference between asking
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on Monday rather than a Friday? After lunch
or before lunch? This methodical approach
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can be applied to online dating, selecting
a jury, running for office, and of course,
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playing the stock market. Game theory is all
over billions, sometimes explicitly:
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“And the manager played some heavy game
theory on me, boxed me into a spot, essentially
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put himself in a position to win no matter
what I said”.
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In the world of Axe Capital, game theory is
used in the name of making more money.
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"So who is this fake factory supposed to be
supplying? What does this ripple out into?
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You find that, you find Krakow's real investment"
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Traders hedge their bets, leverage positions,
and take short term losses for long term gains.
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They also mislead their competitors.
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"We're not bailing. We're pruning slowly,
so we don't scare the market, and keep this
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on the f*****g DL"
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and try to manage the flow of information
to the outside world. For the office of Chuck
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Rhoades, the game theory is employed a little
differently. It’s not a matter of multiple
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parties trying to outsmart each other on the
stock market. Rather, it exists in the crafting
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of plea deals, political maneuvering, and
determining investigative tactics.
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“We can, from this moment forward, remember
how the game is supposed to be played."
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But one game theory principle that gets a
specific shout-out is central to understanding
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the show:
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"I like to call it the prisoner’s dilemma."
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"No, you don't like to call it that - that’s
what it’s called. It started as a thought
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experiment. Game theory in the 50s. Does no
one check you on this bullshit?"
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The prisoner’s dilemma is as follows: Two
people commit a crime together, let’s say
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robbing a bank. They get busted, sort of - the
prosecutors only have enough evidence to convict
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you of a lesser crime - let’s say trespassing
on private property.
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You’re separated from your fellow robber
and not allowed to talk. But here’s the
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deal, if both of you keep quiet, you each
get 1 year in jail for trespassing. If you
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rat on your buddy, they’ll get the maximum
of 10 years, and you’ll get off scot free
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- and vice versa if they rat on you. But if
you BOTH rat on each other, you get a little
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leniency for the bank robbery, but still have
to serve 8 years. What’s the ideal way to
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play this? If you said “Rat on your buddy
so you can walk free,” well, they’re also
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probably thinking this, and you’ll both
end up worse, with 8 years behind bars rather
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than if you both kept your mouth shut and
got 1 year.
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Billions employs the Prisoner’s Dilemma
as Chuck’s office is trying to get a guy
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named Pete Decker to testify about Axelrod’s
insider trading. If Decker cooperates, great,
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he can stay out of jail. If he doesn’t,
there’s another investor more than willing
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to snitch first
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"Mr. Decker, approximately 2 and a half hours
ago we had someone sitting where you are now.
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A young man from a fund that I'm not at liberty
to name and he was downright chatty."
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....well, sort of.
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"But to be clear we don't really have anyone?"
"To be clear, I am making a play."
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That second person was invented by Rhoades
to make him THINK this was a kind of prisoner’s
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dilemma, but Decker isn’t falling for it.
Chuck and Spyros are acutely aware of how
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their job intersects with game theory. The
prisoner’s dilemma can be used to understand
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more than just who’s going to jail. It can
describe any situation where there’s an
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incentive to betray your compatriots, but
where everyone is worse off if everyone does
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it. Think of waiting in line at a show. Everyone
gets inside quicker by waiting their turn.
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If one person cuts ahead, they get the benefit
of the line without paying the cost. If everyone
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tries to cut, the line devolves into anarchy,
and everyone has to wait longer. It’s the
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prisoner’s dilemma with more than 2 people
(in this case it’s called the free riders
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dilemma). It’s also something Chuck understands
as he accosts a man for not cleaning up after
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his dog:
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"You know if, if - I let your dog shit slide
then I have to be ok with this whole plaza
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filling up with it, which it would. Before
we know it - oh. And it would be on our pant
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legs and our shoes, and we would track it
into our homes, and then our homes would smell
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like shit too."
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According to author William Poundstone, the
prisoner’s dilemma acts as a compelling
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metaphor for how society works. If we all
do the right thing, we all win. If almost
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everyone does the right thing, then the cheaters
win, but we’re mostly still alright. And
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if everyone is a cheater, we all lose, it’s
anarchy. As Poundstone writes: “The paramount
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importance of civilization in human history
rests with its role in promoting cooperation.”
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The prisoner’s dilemma can help us understand
why LOYALTY is so important to Axe Capital.
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In an environment where anyone can get caught
by the feds and bring Axe’s legacy crumbling
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down, Axe retains people who exhibit unflinching
loyalty and cuts loose anyone who does not.
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Axe’s right-hand man Wags makes this explicit
when he complains about an employee who shopped
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an outside offer to increase her bonus. He
vows to make her life miserable, despite the
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fact that she’s great at her job, because
she’s disloyal:
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"So it's really not because she's a woman?"
"No. It's because she got out of line. You
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know that we're upping Donnie Kahn's capital,
tripling it. I asked Axe why. He said Donnie's
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loyal - good soldier."
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The name of the game is cooperating with Axe,
not defecting to the feds. If you were to
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play the prisoner’s dilemma with a complete
stranger, divorced from all outside consequence,
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a savvy game theorist might tell you that
the most RATIONAL thing to do is to betray
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the other player. But in the world of Axe
Capital, these situations don’t happen in
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a vacuum. First off, choosing to “cooperate”
or “defect,” as the options are labeled,
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doesn’t just happen once and you go home.
It happens over and over again. It’s a game
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that gets repeated. If you “Defect” once,
there’s everyone else in the office who
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could testify against you at any time. Axe’s
demand for loyalty beyond all else removes
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any doubt in a situation like the prisoner’s
dilemma - nobody defects to the feds, and
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everyone's better off in the end. It’s essentially
“honor among thieves." Sure they can starve
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a small town into default:
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"A spot like this will kick off our astroturf
campaign, to make it look like the area is
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getting a bailout, not a death sentence."
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But the worst sin is to pack up and start
a rival firm. Games like the prisoner’s
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dilemma get a little more interesting when
played iteratively, that is, over and over
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again. And when we frame the relationship
between Axe and Chuck as an iterative game,
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it starts to look like the prisoner’s dilemma.
Throughout the show, Chuck and Axe go to further
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and further extremes to hurt each other. It
starts with psychological warfare. Chuck tries
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to goad Axe into buying a beach house that
will draw public scrutiny:
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"Well, the kids in my office really thought
you might buy that house. And I told them
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you've got big balls, but not that big."
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and Axe knowingly obliges him to satisfy his
ego. Axe gets a seat on a company’s board
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just to spite Chuck’s father’s mistress
and Chuck arrests Dollar Bill. This dynamic
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is put on display as Axe is about to take
a plea deal with Chuck. Chuck taunts him:
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"Brian. Didn't he say that he would never
settle?"
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Axe and Wags to respond in kind:
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"You got me, Rhoades. 1.9 Billion. It's gonna
hurt. But not - not like a sharkbite. More
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like a - a what - a bee sting."
"A bee sting? No that hurts. More like a horsefly."
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"No. More like an ant."
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Chuck takes the offer off the table, and Axe
rips up the check in a fit of rage. Things,
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of course, escalate. Chuck snoops into his
wife Wendy’s therapy notes to get dirt on
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Axe, and Axe in turn threatens to blackmail
Wendy. Chuck leads Axe to believe, falsely,
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that his office is bugged, causing Axe to
tear the whole place apart. At another point,
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Chuck is forced to sell a beloved rare book
collection, which Axe capitalizes on by buying
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it, and every other set, in the world. It’s
tit for tat.
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Game theorists have studied strategies to
the “prisoner’s dilemma,” when players
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have to play out that dilemma over and over
again for points. One of the most effective
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strategies is “tit for tat.” This strategy
in game theory was pioneered during a computer
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tournament of the prisoner’s dilemma in
1980 hosted by none other than another guy
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named Robert Axelrod. Coincidence? This computer
strategy was simple. Cooperate, and only defect
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AFTER your opponent had:
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“The price of any betrayal always comes
due in flesh.”
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If they go back to cooperating, you cooperate,
if they don’t, you don’t. It’s remarkably
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simple, and follows basic human morality.
Play nice, unless you’re wronged, then seek
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justice. Tit for Tat is an incredibly effective
strategy in an iterated prisoner’s dilemma,
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and cleaned up at Robert Axelrod’s tournament
- twice. But there’s a problem. If both
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parties are abiding by “tit for tat,”
you can end up precisely where Axe and Chuck
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are-where one wrong-doing begets a spiral
of revenge.
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We can translate the overall dilemma into
one of our handy dandy charts - called payoff
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matrices. Chuck is Player A, Axe is Player
B. Cooperating, more or less means they leave
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each other alone. If Chuck isn’t going after
Axe, and Axe isn’t bankrolling hundreds
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of lawsuits against Chuck, they’re both
kind of happy, but neither got what they fully
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wanted. So, we can say they’re both cooperating.
So, I dunno, 50 points for each. If Axe leaves
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Chuck alone, but Chuck is still after Axe,
then Axe has no leverage and will probably
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end up in jail and Chuck will be well on his
way to being governor. So, 100 points for
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Chuck and -500 points for Axe. If the opposite
happens, and Chuck leaves Axe alone but Axe
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is still seeking revenge, Chuck may also end
up in jail, and Axe’s ego will be satiated.
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100 points to Axe, -500 points to Chuck. And
if they both keep sabotaging each other, sure
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they may get the satisfaction of revenge occasionally,
but neither of them is particular happy; maybe
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-100 points to each?
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Axe and Chuck both choose “defect” instead
of “cooperate” and ultimately enter a
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downward spiral as a result. Wendy kicks Chuck
out of the house after he spied on her notes,
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and Axe’s legal troubles contribute to him
eventually lose Lara. Axe has to give up his
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ability to trade, and Chuck faces the prospect
of going to jail as a result of his need to
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get the upper hand on Axe.
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The only resolution comes when the two reach
an impasse. Enter the Ice Juice scandal. Chuck
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finds out his father and friend Ira are going
to invest in an IPO for a company called Ice
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Juice and leaks that information knowing Axe
will manipulate the stock to get back at Chuck.
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So Axe fakes a lysteria outbreak to tank the
stock, which is just what Chuck wanted to
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happen. Axelrod will go to jail for manipulating
the Ice Juice stock. But Chuck’s wife Wendy
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shorted the Ice Juice stock, making it look
like she, and her husband, benefited from
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the stock manipulation.
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"Mafee, it's Wendy Rhoades. The Ice Juice
short. How do I get a piece of that?"
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And since Chuck has the evidence that incriminates
Axelrod for Ice Juice, they’re both stuck.
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Either one of them getting revenge means they
both go to jail. They both reach a cooperative
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conclusion that isn’t great, but certainly
better than their protracted war. With the
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help of Wendy, they both have to give up their
egos, but avoid jail time as a result.
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Here’s why this all matters: Billions illustrated
the shortcomings of living life like it’s
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some kind of hyper rational game. Early in
the series, Sacker’s father has this conversation
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with Connerty:
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"Principle doesn't usually go away all at
once. It's a - uh - creeping erosion."
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For game theorists, or just hyper-rational
decision makers, life becomes a set of strategic
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decisions to win the game, or optimize your
outcomes. But just as the game slowly makes
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Chuck lose everything he has, other characters
slowly lose all sense of principle
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“This business makes liars of all eventually.”
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Perhaps the best example of this erosion lies
with Taylor, an outsider intern at Axe Capitol
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who quickly climbs their way to being Axe’s
protege. Taylor has an acute understanding
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of game theory, and used it to crush their
opponents in poker, but eventually realized
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that their love of winning and empathy were
incompatible.
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"Can I convince you to try one more time ... to
play?"
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"I'd prefer not to. That kind of competition
made me sick. It literally brought on feelings
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of malaise."
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For Axe, part of Taylor’s value lies in
the fact that they’re not playing the same
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game as all the other traders. They’re an
outsider.
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"You see things differently, that’s an edge."
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But once Taylor join Axe full-time, we slowly
see how a person once involved in Occupy Wall
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St:
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"Active in Occupy Wall Street during their
college years."
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"So there's hope that this person may still
have a heart."
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Can become as cruel and manipulative as Axe
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"Oh no. Taylor told you not to give me the
raise, so that I'd be dissatisfied and go
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with them. That's pretty sound from a game
theory perspective."
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A person Connerty once thought could be an
ally eventually rebuffs him entirely.
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"We're done here."
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Taylor eventually betrays even Axe, because
loyalty didn’t just add up in their long-term
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calculus.
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So how do you escape “the game,” so to
speak? You go meta. This game outside the
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game comes front and center with Wendy:
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"What do you do when there’s no play to
make, when no matter what you choose it will
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end in disaster."
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"Classic double bind. There’s a zen koan
where the teacher holds the stick. He says
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to his student if you tell me this stick is
real, I will beat you with it. If you tell
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me it is not real, I will beat with you it.
If you say nothing, I will beat you with it.
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And so, the student reaches out, grabs the
stick, and breaks it. If the situation is
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untenable Mrs. Rhoades, you break that f*****g
stick."
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The game, so far, has been Chuck and Axe in
a revenge spiral, with Wendy stuck in between.
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Instead, Wendy reframes it not as a zero-sum
game between two rivals, but a cooperative
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game of which she is the mediator.
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"How do I know I can trust him?"
"How do I know I can trust HIM?"
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"Trust ME."
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So is game theory a tool for us to hack our
lives? To get what we want when we want? Or
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should we be cautious of how the games we
play can change us to the core.
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Let us know in the comments and big shoutout
to Showtime for sponsoring this video. Be
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sure to check out Season 4 of Billions on
Showtime starting March 17th. Thanks for watching.
[1047]
Peace!
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