The Impact of AI How humanity can use AI for its own growth

artificial intelligence is perhaps

the most hyped yet most misunderstood

technology

over the coming decades ai is going to

impact humanity in ways

incredibly hard to imagine i am deeply

concerned that business leaders and

policy makers

are being advised by charlatans

masquerading

as ai experts decisions that a handful

of people are making

have the potential to impact humanity in

profound ways

and while everyone says they do ai when

you really scratch the surface you find

a worrying lack of understanding

of its capability and impact there are

two definitions of ai

the first and weakest is getting

computers to do things that humans can

do

humans are the most intelligent thing we

know in the universe

and over the past decade we’ve taught

computers to do tasks

traditionally only in the debate of

human beings machines can now correspond

in natural language

and recognize objects and images better

than us

getting computers to do things that

humans can do is a weak definition

because i’d argue

that humans are not that intelligent but

that’s a whole different topic

the stronger definition of ai comes from

the definition of intelligence

which is goal-directed adaptive behavior

ai systems are those that can make

decisions learn from their mistakes so

they can make better decisions

next time ai is creating exponential

advancements

making it more and more difficult for us

to predict the future

these massive exponential leaps taking

us to futures where

normal rules break down are called

singularities

for decades sci-fi writers have been

speculating about what these features

look like

some of you may have heard of one type

of singularity maybe even two

but i want to propose a framework that

captures six

singularities six points in time

where ai creates unforeseeable changes

to our civilization

the framework will be familiar with

anybody that studied business it’s the

macro analysis framework called pestle

p-e-s-t-e-l

pestle is an acronym of six words

political

economic social technological

environmental and legal for each one

i want to explain how a.i could have an

exponential

impact on humanity so let’s start with

political

the political singularity is where we no

longer know what is true

ai allows us to generate images audio

texts

so convincing that it threatens the

fabric of our reality

these technical advancements are being

driven by immersive games

realistic social media filters and the

automation of human tasks

ai was recently used to mimic the voice

of a ceo

to instruct their accounts department to

pay an invoice

it can simulate political leaders to

deliver public announcements that have

catastrophic consequences yet give the

same political leaders an opportunity to

excuse

their real misdeeds as fake news

ai is used to target us with fraudulent

content to reinforce

our prejudices and entrench our bigotry

social media platforms have been

weaponized to polarize and manipulate

our voting behavior

political parties will continue to use

ai to corrupt our sense of right and

wrong

creating false enemies to divide us and

making false promises to conquer our

hearts and minds

some people might argue that we’re

already living in a post-truth world

there are people i know who deny the

authenticity of

any content that doesn’t agree that with

their opinion

this phenomena has sent shock waves

across political systems and has

destabilized nations

corrupt individuals will continue to use

these technologies to amass

wealth and power and i’m not convinced

that global regulation is enough or even

possible to stop them

one antidote is to use ai to depolarize

us

to proactively encourage conversation

collaboration and critical thinking

we could use ai to battle misinformation

bots and help

pop our social bubbles ai could

challenge our own dogmatic views and

enrich our understanding of each other

and the world around us so let’s now

turn to the economic singularity which

was coined by a good friend of mine

callum chase the economic singularity

is when a.i automates the majority of

human labor

ai is freeing us from mundane tasks

allowing us to do more useful and

interesting things

but the commercial drive to reduce costs

means that

ai will increasingly remove whole jobs

if the pace of automation outstrips how

quickly we can retrain or create new

jobs

then we will experience mass

technological unemployment

more and more of us will become gig

workers picking up granular tasks that

ai

can’t automate governments need to

prevent the exploitation of those

flexible workers by introducing new

employment protections and for those of

us who can’t find work governments need

to put in place

frictionless re-skilling and welfare

support

however if we got the time right we

could actually create

a world abundance ai can take the

friction

and cost out of the production of all of

the goods that we depend upon

we could create a world where our energy

nutrition health care

education shelter are all free a world

where everyone is economically free to

pursue happiness for themselves

and for others the social singularity

is when we cure death some people call

this singularity

the methuselah for millennia

immortality has been pursued by

explorers and emperors sorcerers and

scientists

it’s now the turn of the tech tycoons as

we go through our life our bodies

accumulate damage

for most of us death comes when damage

causes one or more

critical organs to fail ai enables us to

monitor our health with evermore

accuracy it’s accelerating our ability

to

identify issues prescribe treatments and

conduct operations

and it’s even helping us push the

boundaries of our understanding of

medicine

that means that we can not only slow

down aging but potentially

reverse it ray kurzweil who popularized

the term singularity

is a massive advocate of longevity he is

one of a growing community of people who

believe there are people alive today

who don’t have to die imagine how

differently you would live your life if

you were immortal

what would the impact on our social

systems be if we didn’t have to die

how would we approach education how do

we what would we do for a career

and how would we structure our

relationships and families

the technological singularity is one

that many of us will be aware of

it’s where we create an ai smarter than

ourselves

this super intelligence could be the

last invention that humanity creates

some people think it’s the most glorious

thing that will happen to us others

think it’s our biggest

existential threat almost two decades

ago when i was doing my phd

i was trying to understand how to solve

intelligence without really thinking

deeply about the consequences

yet this is still the stated goal of

many industrial and academic ai labs

across the globe

ai researchers understand the risks but

for many

the intellectual pursuit is just too

tantalizing

it’s incredibly naive to expect a

silicon god

even one of our own creation will want

to take care of us we might as well

ask aliens to come and rescue us from

ourselves

when the technological singularity

happens i believe

that our only hope is to show it that we

are not a threat

and that means we need to stop fighting

each other over petty things

and start cooperating as one global

species

the second e in pestle is environmental

the environmental singularity is

uncontrollable ecological collapse

ai is accelerating the mass production

and distribution of goods

which on the one hand is enabling us to

live richer healthier happier lives

but on the other hand human consumption

is putting extreme pressures

on our planetary boundaries farming is

driving antimicrobial resistance

clothing prediction is creating an

impending water crisis

transportation is accelerating climate

change and our waste is polluting the

oceans

companies are realizing that having

sustainable

circular supply chains is now not enough

we need to prioritize regeneration as

our industrial and economic driver

instead of

unsustainable exponential production and

whilst we’re waiting for aliens to come

and save us

it’s all of our responsibility to hold

leaders accountable

to putting people and planet ahead of

profit

the final word in pestle is legal

the legal singularity is when

surveillance becomes ubiquitous

ai is being used to track individuals

and corporations

our digital footprint allows

organizations to know us better than

ourselves

these insights are not just used to

suggest what goods we might enjoy

but are used to police and prosecutors

ai is being used to predict and prevent

crime

before it happens a bit like in that

film minority report

how would you feel if tom cruise

arrested you for a crime

you didn’t know you were going to commit

some nations

even use ai to publicly score the

productivity of their citizens

those who control what the algorithm

rewards and punishes

also control the masses ai could

eliminate eliminate

all illegal activity but at what cost to

privacy freedom expression and

creativity

regulation needs to move faster than

technological progress to ensure that

the rights of the individual

are balanced with those of the society

so let’s just recap the political

singularity is when we no longer know

what is true

the economic singularity is when a.i

automates the majority of human labor

the social singularity is when we cure

death

the technological singularity is when we

create a super intelligence

the environmental singularity is when we

trigger uncontrollable

ecological collapse and the legal

singularity

is when surveillance becomes ubiquitous

whilst it’s hard to see beyond each of

these singularities it’s even more

complex

if several happen around the same time

george orwell’s

1984 is an incredible depiction of both

the

legal and political singularities a

surveillance state

in a post-truth world and many people

believe that

these singularities will happen within

our lifetime

like any technology ai is neither good

or bad

it’s how it’s used that determines the

outcome

the pestle of singularities are outcomes

of an incredibly

complex global system a system currently

driven to

maximize production and profit remember

the definition of intelligence

goal-directed adaptive behavior ai does

not set the goal

the goal is set by our intent the

hardest part is setting goals that don’t

have

a negative impact to humanity it’s

easy for us to label business and

political leaders as

corrupt and self-interested most of the

ones i know have a deep concern about

humanity and a desire to make people’s

lives better

they’ve achieved their success through

tenacity and hard work and their ability

they’re smart enough to understand the

boundaries of their capability and they

surround themselves by people

who bring diverse perspectives however

ai is enabling a handful of people to

accumulate a disproportionate amount of

wealth and power

and we incorrectly reflect that wealth

and power as a measure of their

intelligence

they position themselves as having

superior intellects and some are deluded

enough to believe it

instead of being humbled by their

limitations they are clouded by

intellectual hubris and they surround

themselves by cronies and sycophants

achieving their goal is more important

than the destruction that they create in

their wake

we can’t afford for bad outcomes to

happen before we introduce

new laws and regulation because by the

time these singularities come

it will be too late to mitigate some of

the irreversible outcomes governments

need to do

much better at measuring progress than

blunt instruments like gdp

companies need to be genuinely putting

purpose as important as profit

but crucially we as individuals need to

hold them both accountable

and we can do this by raising everyone’s

awareness about the safety and ethical

challenges surfaced by

ai ai safety and ai ethics are used as

marketing buzzwords

to give the illusion of expertise

distinguishing ai safety and ai ethics

from already well-established technology

governance frameworks

makes no sense technology and ethics

frameworks need to be enriched and

extended

to take into account ai and as ai

becomes more and more ubiquitous

these frameworks need to be accessible

to everyone to understand and use

safety concerns itself with ensuring

systems

don’t cause harm software and hardware

already have

rigorous safety methodologies that have

been developed over decades

paradoxically promoting ai safety

separately is not only misleading but

it’s dangerous

the nuance is that some ai systems are

taught

instead of engineered training software

usually is more complex

and is prone to bias which requires much

more robust testing

once an ai is trained we typically don’t

know how it behaves the way it does

so there’s a huge amount of investment

into understanding how an ai

currently makes its decisions the other

type of ai are so complex

they have totally unpredictable and

adverse side effects let me let me give

you a thought experiment to ponder

imagine you’re on the ethics committee

of a ride hailing company

several months ago your company deployed

an ai to automatically set

search prices with the goal to maximize

profit

you’ve just been told that the ai worked

out customers will pay

more when their phone battery battery is

very low ai is making the company huge

amounts of money

but by exploiting people’s vulnerability

what do you do in this situation

ethics is the study of right and wrong

when considering any decision whether

made by ai or not we need to ensure

fairness and equality there are already

well-established processes to

scrutinize ethical decisions in fact ai

ethicists should call themselves

ethicists

and then ask themselves honestly if they

can live for that title

ais are making increasingly complex

decisions

so ethical frameworks need to ensure

that the ai’s design and intent are

transparent

they need to ensure that the data and

methodology used to implement ai

is auditable we need to be able to

explain how the ai

is making its decisions and we have

accountability across the entire

development process we are at an

incredibly

exciting and pivotal moment in human

history

a moment where we will experience

exponential effects of ai

the decisions that each of us are making

are contributing to these

irreversible futures if we are

conscientious then

ai could help us create a fairer and

freer society a world

of abundance where the whole of humanity

can prosper and thrive

and it’s in the hands of all of us to

make that world a reality

thank you for listening

人工智能

可能是未来几十年最受炒作但最容易被误解的

技术

人工智能将以难以想象

的方式影响人类

我非常

担心商业领袖和

政策制定

者被

伪装

成人工智能专家的骗子建议

的人正在使

有潜力以

深远的方式影响人类

,虽然每个人都说他们有人工智能,但当

你真正触及表面时,你会发现

令人担忧的是

,对它的能力和影响缺乏了解

,人工智能有两个定义,

第一个和最弱的定义是越来越

计算机可以做人类可以

做的事情

人类是我们所知道的宇宙中最聪明的事情

,在过去的十年里,我们教

计算机做

传统上只有在人类辩论中才能完成的任务

机器现在可以

用自然语言进行通信

并识别物体 和比我们更好的图像

让计算机做

人类可以做的事情是 定义

不好,因为我认为人类没有那么聪明,但这

是一个完全不同的话题

,人工智能的更强定义来自

智能的定义

,即目标导向的自适应行为

人工智能系统是那些可以

从错误中学习决策的系统,所以

他们可以在

下次人工智能创造指数级进步时做出更好的决定

,这使我们越来越

难以预测未来

这些巨大的指数级飞跃将

我们带入

正常规则被打破的未来被称为

奇点数十年来科幻作家一直在

猜测 这些特征

看起来像什么

你们中的一些人可能听说过

一种奇点,甚至两种,

但我想提出一个框架,它

可以在六个

时间点捕捉六个奇点,在这些时间点上

,人工智能对我们的文明产生了不可预见的变化

。任何人都会熟悉这个框架

研究业务是

宏观分析框架,叫做杵杵

杵是

政治

经济社会技术

环境和法律六个词的首字母缩写词

我想解释人工智能如何对人类产生

指数级

影响所以让我们从政治开始

政治奇点是我们

不再知道什么是真实的

人工智能允许我们 生成图像 音频

文本

如此令人信服以至于它威胁到

我们的现实结构

这些技术进步是

由身临其境的游戏

现实的社交媒体过滤器和

人工任务的自动化

人工智能最近被用来模仿首席执行官的声音

来指导他们的会计部门

支付发票时,

它可以模拟政治领导人

发布具有

灾难性后果的公告,同时让

相同的政治领导人有机会为

他们的真实不当行为开脱

社交媒体平台已被

武器化为两极分化 并操纵

我们的投票行为

政党将继续使用

人工智能来破坏我们的对错意识

制造虚假的敌人来分裂我们并

做出虚假的承诺来征服我们的

心灵

一些人可能会争辩说我们

已经生活在一个后- 真相世界

有我认识的人否认

任何内容的真实性,他们不同意

他们的观点

这种现象已经

在整个政治体系中产生了冲击波并

破坏了国家的稳定

腐败的个人将继续使用

这些技术来积累

财富和权力 我不

相信全球监管足以甚至

可能阻止它们

一种解药是使用人工智能去极化

我们 主动鼓励对话

协作和批判性思维

我们可以使用人工智能来对抗错误信息

机器人并帮助

打破我们的社会泡沫 人工智能可以

挑战 我们自己的教条主义观点,

丰富我们对彼此

和我们周围世界的理解,所以现在让我们

转向

我的一个好朋友

callum Chase 创造的经济奇点 经济奇点

是当人工智能使大部分人类劳动自动化时,

人工智能将我们从平凡的任务中解放出来,

使我们能够做更多有用和

有趣的事情,

但商业驱动力减少 成本

意味着,

如果自动化的速度超过了

我们再培训或创造新

工作的速度,那么人工智能将越来越多地移除整个工作岗位,

那么我们将经历大规模的

技术失业

政府需要

通过引入新的

就业保护措施来防止对灵活工人的剥削,对于

我们这些找不到工作的人,政府需要

提供

无摩擦的技能再培训和福利

支持,

但是如果我们有合适的时间,

我们实际上可以创造

世界丰富的人工智能可以

消除我们设计的所有商品生产中的摩擦和成本

依靠

我们可以创造一个我们的能量

营养保健

教育庇护所都是免费的世界

每个人都可以在经济上自由地

为自己

和他人追求幸福社会奇点

是当我们治愈死亡时,有些人称

这个

奇点为千年

探险家、皇帝、巫师和

科学家一直在追求永生。

现在轮到科技大亨了,随着

我们的一生,我们的身体

积累

了对我们大多数人的伤害,当伤害

导致一个或多个

关键器官衰竭时,死亡就来了。

我们的健康越来越

准确 它正在加速我们

识别问题的能力 开出治疗方案和

进行手术

,它甚至帮助我们突破

我们对医学的理解的界限,

这意味着我们不仅可以

减缓衰老,而且有可能

逆转衰老 ray kurzweil 普及

了这个术语 奇点

是长寿的大力倡导者,他是

gr 中的一员 有一群人

相信今天还有人活着

而不必死去想象

如果

不死你的生活会有多不同

方法教育

我们将如何从事职业

以及我们将如何构建我们的

关系和

家庭 技术奇点是

我们许多人都会意识到的,

它是我们创造比自己更聪明的人工智能的地方

这种超级智能可能是

最后一个 人类创造的发明

一些人认为这是发生在我们身上的最光荣的

事情 其他人

认为这是我们最大的

生存威胁 大约 20

年前,当我攻读博士学位时,

我试图理解如何解决

智能问题,而没有真正

深入思考后果

但这仍然是全球

许多工业和学术人工智能实验室的既定目标

人工智能研究人员了解风险,但

对于许多人

来说 智力上的追求太

诱人

了 期待一个

硅神

甚至我们自己的创造物也会

想要照顾我们是非常天真的

当技术奇点

发生时我们不妨请求外星人

来拯救我们 唯一的希望是表明我们

不是威胁

,这意味着我们需要停止

在小事上互相争斗,

并开始作为一个全球

物种

进行合作。杵中的第二个 e 是环境

的,环境奇点是

无法控制

的 商品的大规模生产

和分销

,一方面使我们能够

过上更丰富、更健康、更幸福的生活,

但另一方面,人类消费

给我们的地球边界带来了巨大压力 农业正在

推动抗菌素耐药性

服装预测正在造成

迫在眉睫的水资源危机

交通运输是 加速气候

变化和我们的废物正在污染

海洋 ns

公司意识到,现在拥有

可持续的

循环供应链是不够的,

我们需要优先考虑再生作为

我们的工业和经济驱动力,

而不是

不可持续的指数型生产,

当我们等待外星人

来拯救我们

时,我们有责任坚持

领导者

负责将人类和地球置于利润之上

杵的最终决定是合法

的 法律奇点是当

监控变得无处不在时

人工智能被用于跟踪个人

和公司

我们的数字足迹使

组织比我们自己更了解我们

这些见解不仅仅是 曾经

建议我们可能喜欢什么商品,

但习惯于警察和检察官

人工智能被用来在犯罪发生之前预测和预防

犯罪

,有点像那

部电影中的少数派报告

如果汤姆克鲁斯

因为你没有犯罪而逮捕你,

你会有什么感觉 不知道你会承诺

一些国家

甚至使用人工智能来公开给产品打分

控制算法

奖励和惩罚的人

也控制大众 人工智能可以

消除

所有非法活动,但

隐私自由表达和

创造力

监管需要比技术进步更快,

确保个人权利

与社会的平衡,

所以让我们回顾一下政治

奇点是当我们不再知道

什么是真实

的时候经济奇点是当人工智能

使大部分人类劳动自动化时

社会奇点是当我们治愈

死亡

时技术奇点是当我们

创造 超级

智能 环境奇点是当我们

触发无法控制的

生态崩溃时,法律

奇点

是当监视变得无处不在

时,很难看到超出

这些奇点的每一个,如果同时发生多个奇点,则更加

复杂

乔治·奥威尔的

1984 年是一个令人难以置信的描述 两者

l 平等和政治奇点

后真相世界中的一种监视状态,许多人

认为

这些奇

点将像任何

技术一样在我们的一生

中发生 极其

复杂的全球系统 当前

驱动以

最大化生产和利润的系统 记住

智能的定义

目标导向的自适应行为 人工智能没有

设定目标 目标是由我们的意图

设定的 最难的部分是设定

没有负面影响的目标 对人类而言

,我们很容易将商业和

政治领袖贴上

腐败和自私自利的标签

他们的能力

他们足够聪明,能够理解

他们能力的界限,他们

围绕着自己

带来不同观点的人,但是

人工智能使少数人

积累了不成比例的

财富和权力

,我们错误地反映了财富

和权力作为他们智力的衡量标准,

他们将自己定位为拥有

卓越的智力,有些人被欺骗

到相信 他们

不是因为自己的局限而感到谦卑,而是被

知识分子的狂妄所笼罩,

他们被亲信和马屁精包围着,

实现他们的目标

比他们在他们身后造成的破坏更重要,

在我们介绍之前,我们不能承受坏结果的发生

新的法律和法规,因为

当这些奇点出现

时,要减轻一些不可逆转的结果为时已晚,

政府

需要

在衡量进展方面做得更好,而不是

像 gdp 这样的钝器

公司需要真正将

目标与利润同等重要,

但至关重要 我们作为个人需要

同时持有它们

我们可以通过提高每个人

对人工智能带来的安全和道德

挑战的认识来做到这一点

人工智能安全和人工智能伦理被用作

营销流行语

,给人一种专业的错觉,

将人工智能安全和人工智能伦理

与已经完善的技术

治理

框架区分开来 毫无意义,技术和道德

框架需要被丰富和

扩展

以考虑人工智能,随着人工智能

变得越来越普遍,

这些框架需要

让每个人都可以理解和使用

安全问题本身,同时确保

系统

不会造成伤害软件和 硬件

已经有

几十年来开发的严格的安全方法

矛盾地单独推广人工智能安全

不仅具有误导性,而且

危险 细微差别在于一些人工智能系统被

教授

而不是工程培训软件

通常更复杂

并且容易产生偏见,这需要很多

人工智能完成后进行更稳健的测试 因为我们通常

不知道它的行为方式,

所以需要大量投资

来了解人工智能

当前如何做出决定 其他

类型的人工智能非常复杂,

它们具有完全不可预测和

不利的副作用让我让我说 给

你一个思考实验来思考

假设你是一家叫车公司的道德委员会成员

几个月前你的公司部署

了一个人工智能来自动设置

搜索价格,目标是最大化

利润

你刚刚被告知人工智能成功

当他们的手机电池电量很低时,客户会支付更多费用

人工智能正在为公司赚取

巨额资金,

但是通过利用人们的脆弱性

,在这种情况下你会做什么

道德是在考虑任何决定时对与错的研究,

无论是人工智能还是人工智能 不是我们需要确保

公平和平等,实际上已经有

完善的流程来

审查道德决定,人工智能

伦理学家应该称之为他们自己 面对

伦理学家

,然后诚实地问自己是否

可以为这个头衔而活

ais 正在做出越来越复杂的

决定,

因此伦理框架需要

确保人工智能的设计和意图是

透明的

他们需要确保

用于实施人工智能的数据和方法

是可审计的 我们 需要能够

解释人工智能

是如何做出决定的,我们

对整个

开发过程负有责任 我们正处于人类历史上一个

令人难以置信的

激动人心和关键

时刻,我们将体验

人工智能的指数效应

我们每个人的决定 正在

为这些

不可逆转的未来做出贡献 如果我们

认真,那么

人工智能可以帮助我们创造一个更公平、

更自由

的社会 现实

谢谢你的聆听