The unexpected benefit of celebrating failure Astro Teller

In 1962 at Rice University,

JFK told the country about a dream he had,

a dream to put a person on the moon
by the end of the decade.

The eponymous moonshot.

No one knew if it was possible to do

but he made sure a plan was put in place
to do it if it was possible.

That’s how great dreams are.

Great dreams aren’t just visions,

they’re visions coupled to strategies
for making them real.

I have the incredible good fortune
to work at a moonshot factory.

At X – formerly called Google X –

you’ll find an aerospace engineer
working alongside a fashion designer

and former military ops commanders
brainstorming with laser experts.

These inventors, engineers and makers
are dreaming up technologies

that we hope can make the world
a wonderful place.

We use the word “moonshots”
to remind us to keep our visions big –

to keep dreaming.

And we use the word “factory”
to remind ourselves

that we want to have concrete visions –

concrete plans to make them real.

Here’s our moonshot blueprint.

Number one:

we want to find
a huge problem in the world

that affects many millions of people.

Number two:

we want to find or propose a radical
solution for solving that problem.

And then number three:

there has to be some reason to believe

that the technology
for such a radical solution

could actually be built.

But I have a secret for you.

The moonshot factory is a messy place.

But rather than avoid the mess,

pretend it’s not there,

we’ve tried to make that our strength.

We spend most of our time breaking things

and trying to prove that we’re wrong.

That’s it, that’s the secret.

Run at all the hardest
parts of the problem first.

Get excited and cheer,

“Hey! How are we going
to kill our project today?”

We’ve got this interesting balance going

where we allow our unchecked
optimism to fuel our visions.

But then we also harness
enthusiastic skepticism

to breathe life, breathe reality
into those visions.

I want to show you a few of the projects

that we’ve had to leave behind
on the cutting room floor,

and also a few of the gems

that at least so far,
have not only survived that process,

but have been accelerated by it.

Last year we killed a project
in automated vertical farming.

This is some of the lettuce that we grew.

One in nine people in the world
suffers from undernourishment.

So this is a moonshot
that needs to happen.

Vertical farming uses 10 times less water

and a hundred times less land
than conventional farming.

And because you can grow the food
close to where it’s consumed,

you don’t have to
transport it large distances.

We made progress in a lot of the areas

like automated harvesting
and efficient lighting.

But unfortunately,

we couldn’t get staple crops
like grains and rice to grow this way.

So we killed the project.

Here’s another huge problem.

We pay enormous costs in resources
and environmental damage

to ship goods worldwide.

Economic development
of landlocked countries

is limited by lack
of shipping infrastructure.

The radical solution?

A lighter-than-air,
variable-buoyancy cargo ship.

This has the potential to lower,

at least overall,

the cost, time and carbon
footprint of shipping

without needing runways.

We came up with this clever set
of technical breakthroughs

that together might make it possible
for us to lower the cost enough

that we could actually make these ships –

inexpensively enough in volume.

But however cheap they would
have been to make in volume

it turned out that it was going to cost
close to 200 million dollars

to design and build the first one.

200 million dollars
is just way too expensive.

Because X is structured
with these tight feedback loops

of making mistakes
and learning and new designs,

we can’t spend 200 million dollars

to get the first data point

about whether we’re
on the right track or not.

If there’s an Achilles' heel
in one our projects,

we want to know it now, up front,
not way down the road.

So we killed this project, too.

Discovering a major flaw in a project

doesn’t always mean
that it ends the project.

Sometimes it actually gets us
onto a more productive path.

This is our fully self-driving
vehicle prototype,

which we built without
a steering wheel or break pedal.

But that wasn’t actually
our goal when we started.

With 1.2 million people dying
on the roads globally every year,

building a car that drives itself
was a natural moonshot to take.

Three and a half years ago,

when we had these Lexus,
retrofitted, self-driving cars in testing,

they were doing so well,
we gave them out to other Googlers

to find out what they thought
of the experience.

And what we discovered

was that our plan to have the cars
do almost all the driving

and just hand over to the users
in case of emergency

was a really bad plan.

It wasn’t safe

because the users didn’t do their job.

They didn’t stay alert

in case the car needed
to hand control back to them.

This was a major crisis for the team.

It sent them back to the drawing board.

And they came up
with a beautiful, new perspective.

Aim for a car where
you’re truly a passenger.

You tell the car where you want to go,

you push a button

and it takes you
from point A to point B by itself.

We’re really grateful

that we had this insight
as early on in the project as we did.

And it’s shaped everything
we’ve done since then.

And now our cars have self-driven
more than 1.4 million miles,

and they’re out everyday

on the streets of Mountain View,
California and Austin, Texas.

The cars team shifted their perspective.

This is one of X’s mantras.

Sometimes shifting your perspective
is more powerful than being smart.

Take wind energy.

It’s one of my favorite examples
of perspective shifting.

There’s no way that we’re going to build

a better standard wind turbine
than the experts in that industry.

But we found a way
to get up higher into the sky,

and so get access to faster,
more consistent winds,

and so more energy without needing
hundreds of tons of steel to get there.

Our Makani energy kite
rises up from its perch

by spinning up those
propellers along its wing.

And it pulls out a tether as it rises,

pulling energy up through the tether.

Once the tether’s all the way out,

it goes into crosswind circles in the sky.

And now those propellers that lifted it up
have become flying turbines.

And that sends energy
back down the tether.

We haven’t yet found
a way to kill this project.

And the longer it survives that pressure,
the more excited we get

that this could become
a cheaper and more deployable form

of wind energy for the world.

Probably the craziest sounding project
we have is Project Loon.

We’re trying to make
balloon-powered Internet.

A network of balloons in the stratosphere

that beam an internet connection down
to rural and remote areas of the world.

This could bring online
as many as four billion more people,

who today have little
or no internet connection.

But you can’t just take a cell tower,

strap it to a balloon
and stick it in the sky.

The winds are too strong,
it would be blown away.

And the balloons are too high up
to tie it to the ground.

Here comes the crazy moment.

What if, instead,

we let the balloons drift

and we taught them how to sail the winds
to go where the needed to go?

It turns out the stratosphere has winds

that are going in quite different
speeds and directions in thin strata.

So we hoped that using smart algorithms
and wind data from around the world,

we could maneuver the balloons a bit,

getting them to go up and down
just a tiny bit in the stratosphere

to grab those winds going
in those different directions and speeds.

The idea is to have enough balloons

so as one balloon floats out of your area,

there’s another balloon
ready to float into place,

handing off the internet connection,

just like your phone
hands off between cell towers

as you drive down the freeway.

We get how crazy that vision sounds –

there’s the name of the project
to remind us of that.

So since 2012,

the Loon team has prioritized
the work that seems the most difficult

and so the most likely
to kill their project.

The first thing that they did

was try to get a Wi-Fi connection
from a balloon in the stratosphere

down to an antenna on the ground.

It worked.

And I promise you there were bets
that it wasn’t going to.

So we kept going.

Could we get the balloon
to talk directly to handsets,

so that we didn’t need the antenna
as an intermediary receiver?

Yeah.

Could we get the balloon
bandwidth high enough

so it was a real Internet connection?

So that people could have
something more than just SMS?

The early tests weren’t even
a megabit per second,

but now we can do
up to 15 megabits per second.

Enough to watch a TED Talk.

Could we get the balloons
to talk to each other through the sky

so that we could reach our signal
deeper into rural areas?

Check.

Could we get balloons the size of a house
to stay up for more than 100 days,

while costing less than five percent

of what traditional, long-life
balloons have cost to make?

Yes. In the end.

But I promise you, you name it,
we had to try it to get there.

We made round, silvery balloons.

We made giant pillow-shaped balloons.

We made balloons the size of a blue whale.

We busted a lot of balloons.

(Laughter)

Since one of the things that was
most likely to kill the Loon project

was whether we could guide
the balloons through the sky,

one of our most important experiments
was putting a balloon inside a balloon.

So there are two compartments here,
one with air and then one with helium.

The balloon pumps air in
to make itself heavier,

or lets air out to make it lighter.

And these weight changes
allow it to rise or fall,

and that simple movement of the balloon
is its steering mechanism.

It floats up or down,

hoping to grab winds going in the speed
and direction that it wants.

But is that good enough
for it to navigate through the world?

Barely at first,

but better all the time.

This particular balloon,
our latest balloon,

can navigate a two-mile
vertical stretch of sky

and can sail itself to within 500 meters
of where it wants to go

from 20,000 kilometers away.

We have lots more to do

in terms of fine-tuning
the system and reducing costs.

But last year,
a balloon built inexpensively

went around the world
19 times over 187 days.

So we’re going to keep going.

(Applause)

Our balloons today

are doing pretty much everything
a complete system needs to do.

We’re in discussions
with telcos around the world,

and we’re going to fly
over places like Indonesia

for real service testing this year.

This probably all sounds
too good to be true,

and you’re right.

Being audacious

and working on big, risky things

makes people inherently uncomfortable.

You cannot yell at people
and force them to fail fast.

People resist. They worry.

“What will happen to me if I fail?

Will people laugh at me?

Will I be fired?”

I started with our secret.

I’m going to leave you
with how we actually make it happen.

The only way to get people
to work on big, risky things –

audacious ideas –

and have them run at all
the hardest parts of the problem first,

is if you make that the path
of least resistance for them.

We work hard at X to make it safe to fail.

Teams kill their ideas
as soon as the evidence is on the table

because they’re rewarded for it.

They get applause from their peers.

Hugs and high fives
from their manager, me in particular.

They get promoted for it.

We have bonused every single person
on teams that ended their projects,

from teams as small as two
to teams of more than 30.

We believe in dreams
at the moonshot factory.

But enthusiastic skepticism

is not the enemy of boundless optimism.

It’s optimism’s perfect partner.

It unlocks the potential in every idea.

We can create the future
that’s in our dreams.

Thank you very much.

(Applause)

1962 年,肯尼迪在莱斯大学

向全国讲述了他的

一个梦想,一个在本世纪末将一个人送上月球的梦想

同名登月。

没有人知道这是否可能,

但他确保制定了一项计划
,如果可能的话。

这就是伟大的梦想。

伟大的梦想不仅仅是愿景,

它们是与
使它们成为现实的战略相结合的愿景。


有幸在一家登月工厂工作。

在 X(以前称为 Google X),

您会发现一位航空
工程师与一位时装设计师

和前军事行动指挥官
一起与激光专家进行头脑风暴。

这些发明家、工程师和制造商
正在构思

我们希望能够让世界
变得美好的技术。

我们用“moonshots”这个词
来提醒我们保持远大的愿景

——保持梦想。

我们用“工厂”这个词
来提醒自己

,我们想要有具体的愿景——

具体的计划让它们成为现实。

这是我们的登月蓝图。

第一:

我们希望
在世界上

发现一个影响数百万人的巨大问题。

第二:

我们希望找到或提出
解决该问题的根本解决方案。

然后是第三点:

必须有理由相信

这种激进解决方案的技术

实际上可以被构建出来。

但我有一个秘密要告诉你。

登月工厂是个乱七八糟的地方。

但与其避免混乱,不如

假装它不存在,

我们试图让这成为我们的力量。

我们大部分时间都在破坏事物

并试图证明我们错了。

就是这样,这就是秘密。

首先运行问题中所有最困难的
部分。

兴奋起来并欢呼,

“嘿!
我们今天要如何杀死我们的项目?”

我们已经取得了这种有趣的平衡

,我们允许我们不受约束的
乐观主义来推动我们的愿景。

但随后我们也利用
热情的怀疑


为这些愿景注入活力,为这些愿景注入现实。

我想向你展示一些

我们不得不留
在剪辑室地板上的项目,

还有一些

至少到目前为止,
它们不仅在这个过程中幸存下来,

而且已经被它加速了 .

去年,我们终止了一个
自动化垂直农业项目。

这是我们种的一些生菜。

世界上有九分之一的人
营养不良。

所以这是一个需要发生的登月计划
。 与传统农业相比,

垂直农业使用的水少 10 倍

,土地少 100 倍

而且由于您可以在食物
消费地附近种植食物,因此

您不必
长途运输。

我们在自动收割和高效照明等许多领域都取得了进展

但不幸的是,

我们无法
以这种方式种植谷物和大米等主要作物。

所以我们终止了这个项目。

这是另一个大问题。

我们为在全球范围内运送货物付出了巨大的资源
和环境破坏成本

内陆国家的经济发展因

缺乏航运基础设施而受到限制。

激进的解决方案?

比空气轻的
可变浮力货船。

这至少有可能在不需要跑道的情况下降低

航运

的成本、时间和碳
足迹

我们想出了这一系列巧妙
的技术突破

,它们共同可能
使我们能够降低成本,

从而我们可以真正制造这些船——

数量足够便宜。

但是,无论
他们在批量生产

时多么便宜,事实证明,

设计和建造第一个将花费近 2 亿美元。

2亿
美元太贵了。

因为 X 是
由这些

错误
、学习和新设计的紧密反馈循环构成的,所以

我们无法花费 2 亿美元

来获得

关于我们是否走
在正确轨道上的第一个数据点。

如果我们的某个项目中存在致命弱点

我们现在想知道它,提前知道,
而不是在路上。

所以我们也终止了这个项目。

发现项目中的重大缺陷

并不总是
意味着它结束了项目。

有时它实际上让我们
走上了一条更有成效的道路。

这是我们的全自动驾驶
汽车

原型,我们在
没有方向盘或刹车踏板的情况下制造了它。

但这实际上并不是
我们开始时的目标。 全球每年

有 120 万人
死于道路上,因此

制造一辆自动驾驶汽车
是一个自然而然的登月计划。

三年半前,

当我们对这些经过
改装的雷克萨斯自动驾驶汽车进行测试时,

它们的表现非常好,
我们将它们提供给其他谷歌员工,

以了解他们
对这次体验的看法。

我们

发现,我们计划让汽车
完成几乎所有的驾驶,


在紧急情况下交给用户,这

是一个非常糟糕的计划。

这不安全,

因为用户没有做他们的工作。

他们没有保持警惕

,以防汽车需要
将控制权交还给他们。

这对球队来说是一个重大危机。

它把他们送回了绘图板。

他们提出
了一个美丽的、新的视角。

瞄准
您真正成为乘客的汽车。

你告诉汽车你想去哪里,

你按下一个按钮

,它就会把你
从 A 点带到 B 点。

我们真的很

感激我们
在项目的早期就拥有这种洞察力。

它塑造了
我们从那时起所做的一切。

现在我们的汽车已经自动驾驶
超过 140 万英里

,它们每天都出现


加利福尼亚州山景城和德克萨斯州奥斯汀的街道上。

汽车队改变了他们的观点。

这是 X 的口头禅之一。

有时转变你的观点
比聪明更强大。

以风能为例。

这是我最喜欢
的视角转换示例之一。

我们不可能比该行业的专家制造

出更好的标准风力涡轮机

但是我们找到了一种
方法可以升到更高的天空

,从而获得更快、
更稳定的风

,从而获得更多的能量,而无需
数百吨钢铁就可以到达那里。

我们的 Makani 能量风筝

通过
沿机翼旋转螺旋桨从栖息处升起。

当它上升时,它会拉出一根绳索,

通过绳索拉动能量。

一旦系绳完全脱离,

它就会进入天空中的侧风圈。

而现在那些把它升起来的螺旋桨
已经变成了飞行的涡轮机。

这会将能量发送
回系绳。

我们还没有
找到杀死这个项目的方法。

它在这种压力下存活的时间越长
,我们就越兴奋

,因为它可能成为世界上
一种更便宜、更可部署

的风能形式。

可能我们拥有的最疯狂的探测项目
是 Project Loon。

我们正在尝试制作以
气球为动力的互联网。

平流层中的一个气球网络,

将互联网连接
传送到世界的农村和偏远地区。

这可能会使
多达 40 亿人上网,

这些人如今几乎没有
或根本没有互联网连接。

但你不能只拿一个手机信号塔,

把它绑在气球上,
然后贴在天空中。

风太大
,会被吹走。

而且气球太高了,
无法将其绑在地上。

疯狂的时刻来了。

相反,如果

我们让气球漂流,

并教他们如何乘风破浪
去需要去的地方呢?

事实证明,平流层的风

在薄薄的地层中以完全不同的速度和方向流动。

所以我们希望使用智能算法
和来自世界各地的风数据,

我们可以稍微操纵气球,

让它们
在平流层中上下一点点,以捕捉

那些不同方向和速度的风。

这个想法是有足够的气球,

这样当一个气球飘出你所在的区域时

,另一个气球就
准备好漂浮到适当的位置,

传递互联网连接,

就像你在高速公路上行驶时手机在
手机信号塔之间放手

一样。

我们知道这个愿景听起来多么疯狂——

这个项目的名称
让我们想起了这一点。

因此,自 2012 年以来

,Loon 团队优先考虑
那些看起来最困难的工作

,因此最有
可能扼杀他们的项目。

他们做的第一件事

是尝试
从平流层中的气球

到地面上的天线建立 Wi-Fi 连接。

有效。

我向你保证,有人
打赌它不会发生。

所以我们继续前进。

我们能否让气球
直接与手机通话,

这样我们就不需要天线
作为中间接收器了?

是的。

我们能否让气球
带宽足够高,

使其成为真正的互联网连接?

所以人们可以拥有的
不仅仅是短信?

早期的测试甚至不是
每秒 1 兆比特,

但现在我们可以
达到每秒 15 兆比特。

足以观看 TED 演讲。

我们能否让气球
在天空中相互交谈,

以便我们可以将我们的信号传递
到更深的农村地区?

查看。

我们能否得到一个房子大小的气球,
可以保持 100 多天,

而成本不到

传统长寿命
气球制造成本的 5%?

是的。 到底。

但我向你保证,你的名字,
我们必须尝试它才能到达那里。

我们制作了圆形的银色气球。

我们制作了巨大的枕头形气球。

我们制作了蓝鲸大小的气球。

我们破坏了很多气球。

(笑声)

因为
最有可能扼杀 Loon 项目的事情之一

是我们能否
引导气球穿过天空,

所以我们最重要的实验之一
就是将气球放入气球中。

所以这里有两个隔间,
一个是空气,一个是氦气。

气球将空气泵入
以使其更重,

或将空气排出以使其更轻。

而这些重量变化
使它可以上升或下降,

而气球的简单运动
就是它的转向机构。

它上下浮动,

希望抓住风向,以它想要的速度
和方向。

但这
足以让它穿越世界吗?

一开始几乎没有,

但一直更好。

这个特殊的气球是
我们最新的气球,它

可以在两
英里的垂直天空

中航行,并且可以自行航行到

距离 20,000 公里以外的 500 米范围内。


微调系统和降低成本方面,我们还有很多工作要做。

但去年,
一个廉价制造的气球

在 187 天内绕地球飞行了 19 次。

所以我们要继续前进。

(掌声)

我们今天

的气球几乎可以做
一个完整系统需要做的所有事情。

我们正在
与世界各地的电信公司进行讨论,今年

我们将
飞越印度尼西亚等地

进行实际服务测试。

这可能听起来
好得令人难以置信

,你是对的。

胆大包天

,做大的、有风险的事情

会让人们天生不舒服。

你不能对别人大喊大叫
并强迫他们快速失败。

人们反抗。 他们担心。

“如果我失败了会怎么样

?人们会嘲笑我吗

?我会被解雇吗?”

我从我们的秘密开始。

我要告诉你
我们是如何实现它的。


人们从事大而有风险的事情——

大胆的想法——

并让他们
首先解决问题中所有最困难的部分的唯一方法

是,如果你让这条道路
对他们来说阻力最小。

我们在 X 努力工作以确保失败。

一旦证据摆在桌面上,团队就会放弃他们的想法,

因为他们会因此得到回报。

他们得到了同行的掌声。

来自他们的经理的拥抱和击掌,尤其是我。

他们因此得到提升。

我们为
结束项目的团队中的每一个人提供奖金

,从小到 2
人的团队到 30 人以上的团队。

我们相信
登月工厂的梦想。

但热情的

怀疑并不是无限乐观的敌人。

它是乐观主义的完美搭档。

它释放了每个想法的潜力。

我们可以创造
我们梦想中的未来。

非常感谢你。

(掌声)