Finding life we cant imagine Christoph Adami

so I have a strange career I know it

because people come up to me like

colleagues and say Chris give a strange

career and I can see that point because

you know I started my career as a

theoretical nuclear physicist and I was

thinking about quarks and gluons and

heavy ion collisions and I was only 14

years old no no no no I wasn’t 14 years

old but after that I actually had my own

lab in a computational neuroscience

department and I wasn’t doing any

neuroscience later I would work on

evolutionary genetics and work on

systems biology but I’m gonna tell you

about something else today I’m gonna

tell you about how I learned something

about life and I was actually a rocket

scientist I was a rocket something I

wasn’t really a rocket scientist but I

was working at the Jet Propulsion

Laboratory in sunny California where

it’s warm whereas now I’m in the Midwest

and it’s cold but it was an exciting

experience one day a NASA manager comes

into my office sits down and says can

you please tell us how do we look for

life outside earth and that came as a

surprise to me because I was actually

hired to work on quantum computation yet

I had a very good answer I said I have

no idea and he told me bio signatures we

need to look for a bio signature and I

said what is that and he said it’s any

measurable phenomenon that allows us to

indicate the presence of life and I said

really because it’s not easy I mean way

of life can’t you apply like a

definition like for example a Supreme

Court like a definition of life and then

thought about it a little bit and I said

well is it really that easy because yes

if you see something like this then all

right fine

I’m gonna call it a life no doubt about

it but here’s something it goes like

right that’s life - I know that extent

if you think that life is also defined

by things that die you’re not in luck

with this thing because that’s actually

very strange organism it grows up into

its adult stage like that and then goes

through like a Benjamin Button phase

initially goes backwards and backwards

until it’s like a little embryo again

and then actually grows back up and back

down and back up sort of yo-yo and it

never dies so it’s actually life but

it’s actually not as we thought life

would be and then you see something like

that and it was like my god what kind of

a life-form is that anyone know it’s

actually not life it’s a crystal so once

you start looking and looking at smaller

and smaller things so this particular

person wrote a whole article and said

hey these are bacteria except if you

look a little bit closer you see in fact

that this thing is way too small to be

anything like that so he was convinced

but in fact most people aren’t and then

of course NASA also had a big

announcement in fact President Clinton

gave a press conference about this

amazing discovery of life in a Martian

meteorite except that nowadays it’s

heavily disputed if you take the lessons

of all these pictures then you realize

well actually maybe it’s not that easy

maybe I do need a definition of life in

order to make that kind of distinction

so can life be defined well how would

you do about it well of course you go to

breathe you know Encyclopedia Britannica

and open that L know of course you don’t

do that you put it somewhere in Google

and then you might get something and

what you might get and you go there

anything that actually refers to you

know things that we are used to you

throw away and then you can might come

up with something like this and it says

something complicated with lots and lots

of concepts who on earth would write

something as convoluted and complex and

inane it’s actually you know a really

really important set of concepts so I’m

highlighting just a few words and saying

definitions like that rely on things

that are not based on amino acids or

leaves

or anything that we are used to but in

fact on processes only and if you take a

look at that this was actually in a book

that I wrote that this was artificial

life and that explains why that NASA

manager was actually in my office to

begin with because the idea was that

with concepts like that maybe we can

actually manufacture a form of life and

so if you go and ask yourself what on

earth is artificial life let me give you

like a whirlwind to of how all this

stuff came about and it started out

quite a while ago when someone wrote one

of the first successful computer viruses

and for those of you who aren’t old

enough you have no idea how this

infection was working namely through

these floppy disks but the interesting

thing about these computer virus

infections was that if you look at the

rate at which these infection work they

show like the spiky behavior that you’re

used to like from flu virus and it is in

fact due to this arms race between

hackers and operating system designers

that things go back and forth and the

results is kind of a tree of life of

these viruses a phylogeny that looks

very much like the type of life that

we’re used to at least on the viral

level so is that life not as far as I’m

concerned why because these things don’t

evolve by themselves in fact they have

hackers writing them but the idea was

taken very quickly a little bit further

when a scientist working at the Santa Fe

Institute decided why don’t we try to

package these little viruses in

artificial worlds inside of the computer

and let them evolve and this was stay in

rasmussen and he designed the system but

it didn’t really work because these

viruses were constantly destroying each

other but there was another scientist

they had been watching this an ecologist

and he went home and said I know how to

fix this and he wrote the chera system

and in my book is in fact one of the

first truly artificial living systems

except for the fact that these programs

didn’t really grow in complexity so

having seen this work worked a little

bit on us this is where I came in and I

decided to create a system that has all

the properties that are necessary to see

in fact the evolution of complexity more

and more complex programs constantly

evolving and of course since I really

don’t know how to write code I’ll help

him decide two undergraduate students at

California Institute of Technology that

worked with me that’s Charles or free on

the left titus brown on the right they

are now actually respectable professors

at Michigan State University but I can

assure you back in the days you know we

were not a respectable team and I’m

really happy that no photo survives of

the three of us anywhere close together

but what is the system like well I can’t

really go into the details but what you

see here is some of the entrails but

what I want you to focus on is this type

of population structures about ten

thousand programs sitting here and all

different strains are colored in

different colors and as you see here

there are groups that are growing on top

of each other because they’re spreading

anytime there’s a program that’s better

that’s surviving in this world due to

whatever mutation that is acquired it’s

going to spread over the others and

drive the others to extinction so I’m

going to show you a movie where you’re

gonna see that kind of dynamics and this

movie star I mean these kind of

experiments are started with programs

that we you wrote ourselves we write our

own self replicator are now very proud

of ourselves and we put them in and what

you see immediately is that there are

waves and waves of innovation by the way

this is highly accelerated so it’s like

a thousand generations a second but the

system goes like what kind of a dumb

piece of code was this this can be

approved upon in so many ways so quickly

so you see waves of new types taking

over the other types and this type of

activity goes on for quite a while until

the main easy things have been acquired

by these programs and then you see sort

of like a stasis coming on where the

system essentially ways for a new type

of innovation like this one which is

going to spread over all the innovations

that were before and is erasing the

genes that it had before until a new

type of higher level of complexity has

been achieved and this process goes on

and on and on so what we see here is a

system that lives in very much the way

that we’re used to life goes but what

the NASA people had asked me really was

do these guys

have a bio signature can we measure this

type of life because if we can may we

have a chance of actually discovering

life somewhere else without being biased

by things like amino acids so I said

well perhaps we should construct a bio

signature based on life as a universal

process in fact it should perhaps make

use of the concepts that I developed

just in order to sort of capture what

this simple living system might be and

the thing I came up with I have to first

give you sort of a introduction about

the idea and maybe that would be a

meaning detector rather than a life

detector

and the way we would do that it’s like

okay I would like to find out how I can

distinguish text that was written by a

million monkeys as opposed to texts that

are in our books I don’t like to do it

in such a way that I don’t actually have

to be able to read the language because

you know I’m sure I won’t be able to as

long as I know that there’s some sort of

alphabet so here would be a frequency

plot of how often you find each of the

26 letters of the alphabet in a text

written by random monkeys and obviously

each of these letters comes off about

roughly equally frequent but if you now

look at the same distribution in English

text it looks like that and I’m telling

you this is very robust across English

text and if I look at French text it

looks a little bit different or Italian

or German they all have their own type

of frequency distribution but it’s

robust it doesn’t matter what it writes

about politics or about science it

doesn’t matter whether it’s a a poem or

whether it is in a mathematical text

it’s a robust signature and it’s very

stable as long as our books are written

in English because people are rewriting

them and recopying them it’s going to be

there so that inspired me to think about

well what if I try to use this idea in

order not to detect random text from

text with meaning but rather detect the

fact that there is meaning in the

biomolecules that make up life but first

I have to ask what are these building

blocks like the alphabet elements that I

showed you well

that we have many different alternatives

for such a set of building blocks we

could use amino acids we could use

nucleic acid covered silica acid fatty

acids and for chemistry is extremely

rich and our body uses a lot of them so

that we actually to test this idea first

take took a look at amino acids and some

other carboxylic acids and here’s the

result here is in fact what you get if

you for example look at the distribution

of amino acids on a comet or in

interstellar space or in fact in a

laboratory where you made very sure that

in your primordial soup that there is no

living stuff in there what you find is

the mostly lysine and then alanine and

that’s a trace element of the other ones

okay that is also very robust what you

find in systems like Earth where there

are amino acids but there is no life but

suppose you take a you know some dirt

and dig through it and then put it into

these spectrometers because there’s

bacteria all over the place or you take

water anywhere on earth because it’s

teeming with life and you make the same

analysis this spectrum looks completely

different of course there’s still

glycine and alanine but in fact there

are these heavy elements this heavy

amino acids that are being produced

because they are valuable to the

organism and some other ones that are

not used in the set of twenty there will

not appear at all at any type of

concentrations so this also turns out to

be extremely robust it doesn’t matter

what kind of sediment you’re using to

grind up with its bacteria or any other

you know plants or animals anywhere

there’s a life you’re going to have this

distribution as opposed to that

distribution and it is detectable not

just in the amino acids now you could

ask well what about these variants

they’re variants being the denizens of

this computer world where they are

perfectly happy replicating and growing

in complexity so this is the

distribution that you get if in fact

there is no life

they have about twenty eight of these

instructions and if you have a system

where they’re being replaced one by the

other it’s like the monkeys riding on a

typewriter each of these instructions

appears was roughly the equal frequency

but if you now take us take a set of

replicating guys like in the video that

you saw it looks like this so are there

some instructions that are extremely

valuable to these organisms and their

frequency is going to be high and

there’s actually some instructions that

Yuri only want to use once if ever so

they write either poisonous or really

you know should be used at less of a

level than random and in this case the

frequency is lower and so now we can see

is that really a robust signature I can

tell you indeed it is because this type

of spectrum just like what you’ve seen

in box and just like what you’ve seen in

many ways it’s it doesn’t really matter

how you change the environment it’s very

robust it’s going to reflect the

environment so I’m going to show you now

a little experiment that we did and I

have to explain to you the top of this

graph shows you that frequency

distribution that I talked about okay

here in fact that’s the lifeless

environment where each instruction

occurs at an equal frequency and below

there I show in fact the mutation rate

in the environment and I’m starting this

Anna mutation rate that is so high that

even if you would drop a replicating

program that would otherwise happily

grow up to fill the entire world if you

drop it in it gets mutated less

immediately okay so there is no life

possible at that type of mutation rate

but then I slowly turn down the heat so

to speak and then there is this

viability threshold where now it would

be possible for a replicator to actually

live and indeed we’re going to be

dropping these guys into that soup all

the time

so let’s see how what that looks like so

first nothing nothing nothing too hot

too hot now the viability threshold is

reached and the frequency distribution

has dramatically changed and in fact

stabilized so now I what I did there is

I just I was being nasty I just turned

up the heat again again and of course it

reaches the viability threshold and I’m

just showing this to again because it’s

so nice you hit the viability threshold

the distribution changes to alive

then once you hit the threshold where

the mutation rate is so high that you

cannot sell for produce you cannot copy

the information forward to your

offspring without making so many

mistakes that your ability to replicate

vanishes and then that signature is lost

what do we learn from that well I think

we learn a number of things from that

one of them is if we are able to think

about life in abstract terms and we’re

not talking about things like plants and

we are talking about amino acids and

we’re not talking about bacteria but we

think in terms of processes then we can

start to think about life not as

something that is so special to earth

but that in fact could exist anywhere

because it really only has to do with

these concepts of information of storing

information within physical substrates

anything bits nucleic acids anything

that’s an alphabet and make sure that

there’s some process so that this

information can be stored for much

longer than you would expect the time

scales for the deterioration you know of

information and if you couldn’t do that

then you have life so the first thing

that we learn is that it is possible to

define life in terms of processes alone

without referring at all to the type of

things that you know we hold dear as far

as the type of life on Earth is and that

in a sense removes us again like all of

our scientific discoveries or many of

them it leads to a continuous death

rolling of man of like how I think we’re

special because we are live well we can

make life we can make life in the

computer granted it’s limited but we

have learned what it takes in order to

actually construct it and once we have

that then it is not such a difficult

task anymore to say if we understand the

fundamental processes that do not refer

to any particular substrate then we can

go out and try other worlds figure out

what kind of chemical alphabets might

there be figure enough about

the normal chemistry the geochemistry of

the planet so that we know what this

distribution would look like in the

absence of life and then look like two

large deviations from this this thing

sticking out which says this chemical

really shouldn’t be there now we don’t

know that there is life then but we

could say well at least I’m gonna have

to take a look very precisely at this

chemical and see well you know where it

comes from

and that might be our chance of actually

discovering life when we cannot visibly

see it and so that’s really the only

take-home message that I have for you

life can be less mysterious that we make

it out to be when we try to think about

how it would be on other planets and if

we remove the mystery of life then I

think it is a little bit easier for us

to think about how we live and how

perhaps we’re not as special as we

always think we are and I’m gonna leave

you with that and thank you very much

所以我有一个奇怪的职业我知道这

是因为人们像同事一样来找我

说克里斯的职业很奇怪

我可以看到这一点因为

你知道我的职业生涯始于

理论核物理学家我正在

考虑夸克和胶子 和

重离子碰撞,我只有 14

岁 不 不 不 不 我不是 14

岁,但在那之后,我实际上

在计算神经科学系拥有了自己的实验室,

后来我没有做任何

神经科学,我会研究

进化 遗传学和系统生物学方面的工作,

但我今天要告诉你

一些别的事情 我要

告诉你我是如何

了解生命的,我实际上是

一名火箭科学家 但我

当时在阳光明媚的加利福尼亚的喷气推进实验室工作,

那里

很温暖,而现在我在中西部

,天气很冷,但

有一天美国宇航局的经理

走进我的办公室坐下来说,这是一次令人兴奋的经历

请告诉我们我们如何寻找

地球以外的生命,这

让我感到很惊讶,因为我实际上是被

聘请从事量子计算的,但

我有一个很好的答案,我说我

不知道,他告诉我生物特征 我们

需要寻找生物特征,我

说那是什么,他说这是任何

可测量的现象,可以让我们

表明生命的存在,我说

真的,因为这不容易我的意思

是生活方式不能像应用

定义,例如最高法院,

就像生活的定义,然后

稍微思考了一下,我

说这真的那么容易吗,因为是的,

如果你看到这样的事情,那

好吧,

我会称之为生活不 对此表示怀疑

,但这是

正确的,那就是生命-我知道在某种程度上,

如果您认为生命也

由死亡的事物定义,那么您

对这件事并不走运,因为那实际上是一种

非常奇怪的有机体,它会

长大成人 像这样的舞台 在然后

像本杰明巴顿阶段一样

经历最初的倒退,

直到它再次像一个小胚胎

,然后实际上又向上又

向下和向后生长,有点像悠悠球,它

永远不会死,所以它实际上是生命,但

它实际上是 不像我们想象的那样生活

,然后你会看到类似的东西

,就像我的上帝一样,这是一种什么样

的生命形式,任何人都知道它

实际上不是生命,它是一块水晶,所以一旦

你开始观察和观察

越来越小的东西 所以这个

人写了整篇文章说,

嘿,这些是细菌,除非你

仔细观察,你会发现事实上

这个东西太小了,不能

像那样,所以他相信,

但事实上大多数人不是

然后当然美国国家航空航天局也有一个重大

宣布事实上克林顿总统

举行了一次新闻发布会,讲述

了火星陨石中生命的惊人发现,

除了现在如果你吸取教训,这会引起

很大争议

在所有这些照片中,你就会

意识到实际上也许并不那么容易

也许我确实需要对生活进行定义

才能做出这种区分

所以生活可以被很好地定义

你会如何处理它当然你会去

呼吸 你知道大英百科全书

并打开 L 当然知道你不

会这样做 你把它放在谷歌的某个地方

然后你可能会得到一些东西以及

你可能会得到什么然后你去那里

任何实际上指的是你

知道我们使用的东西 给你

扔掉,然后你可能会

想出这样的东西,它说的

东西很复杂,有很多很多

的概念,实际上他们会写出

令人费解、复杂和

空洞的东西,实际上你知道一

组非常重要的概念,所以 我

只是强调了几个词,并说这样的

定义依赖

于不基于氨基酸或

叶子

或任何我们习惯的东西,但

实际上只依赖于过程,如果你

看看这实际上是在

我写的一本书中,这是人造

生命,这解释了为什么美国宇航局的

经理一开始就在我的办公室

,因为这个想法是,

有了这样的概念,也许我们

实际上可以制造一个表格

所以如果你问自己到底什么

是人造生命,让我

像旋风一样告诉你所有这些

东西是如何产生的,它开始于

很久以前,当时有人

编写了第一个成功的计算机病毒

和 对于那些年龄不够大的人

来说,您不知道这种

感染是如何通过

这些软盘进行的,但是

这些计算机病毒

感染的有趣之处在于,如果您

查看这些感染的工作速度,它们会

显示为 您

习惯于从流感病毒中获得的尖刺行为

实际上是由于

黑客和操作系统设计人员之间的这种军备竞赛

,事情来来回回,

结果是善良的 这些病毒的生命之树的

系统发育看起来

非常像我们习惯的生命类型,

至少在病毒

水平上,就我而言,这种生命不是

为什么,因为这些东西不

自行进化实际上他们有

黑客编写它们,但是

当在圣达菲研究所工作的一位科学家

决定我们为什么不尝试将

这些小病毒包装

在计算机内部的人造世界中时,这个想法很快就被进一步推进了一点。

让它们进化,这就是留在

拉斯穆森,他设计了这个系统,但

它并没有真正起作用,因为这些

病毒不断地互相破坏,

但是有另一个科学家

他们一直在观察这个生态学家

,他回家说我知道怎么做 为了

解决这个问题,他编写了 chera 系统

,在我的书中实际上是

第一个真正的人工生命系统之一,

除了这些程序

并没有真正增加复杂性,

所以看到这项工作工作

对我们稍微了解一下,这就是我进来的地方,我

决定创建一个系统,该系统具有所有

必要的属性,实际上可以

看到复杂性的演变

越来越复杂的程序不断

演变,当然因为我真的

不知道 不知道怎么写代码我会帮

他决定两个在

加州理工学院

和我一起工作的本科生,左边是查尔斯,右边是免费的。

他们

现在实际上是

密歇根州立大学受人尊敬的教授,但我可以

保证 你回到过去,你知道

我们不是一个受人尊敬的团队,我

真的很高兴

我们三个人在任何地方靠近的地方都没有照片幸存下来,

但是系统是什么样的,我不能

真正深入细节,但你

看到这里是一些内脏,但

我想让你关注的是这种类型

的人口结构,大约有一

万个程序坐在这里,所有

不同的菌株都用

不同的颜色着色,并且随着你 你看这里

有一些群体相互叠加,

因为它们随时都在传播

有一个更好的程序

在这个世界上幸存下来,

因为获得的任何突变

都会传播到其他群体并

驱使其他群体灭绝 所以我

要给你们看一部电影,你们

会看到那种动态和这位

电影明星 我的意思是这种

实验是从

我们自己编写的程序开始的 我们编写

自己的自我复制器 现在非常

自豪 我们自己和我们把它们放进去,

你立即看到的是,

通过这种方式,有一波又一波的创新,

这是高度加速的,所以它

就像每秒一千代,但

系统运行起来就像一段愚蠢

的代码 这可以通过

很多方式很快得到批准,

所以你会看到新类型的浪潮取代

了其他类型,并且这种类型的

活动持续了很长一段时间,

直到主要的简单事情已经成为

被这些程序要求,然后你

会看到有点像停滞不前,

系统基本上为

像这样的一种新型

创新提供了途径 直到实现了一种

新的更高层次的复杂性,

并且这个过程一直持续

下去,所以我们在这里看到的是一个

系统,它的生活方式

与我们习惯的生活方式非常相似,

但美国宇航局的人所拥有的 问我真的

是这些人

有生物特征吗,我们可以测量这种

类型的生命吗?如果可以的话,

我们有机会在

其他地方发现生命,而不会

受到氨基酸之类的偏见,所以我说

好吧,也许我们应该构建一个

基于生命作为一个普遍

过程的生物特征实际上它也许应该

利用我开发的概念

只是为了捕捉

这个简单的生命系统可能是什么以及

我想出的东西 我必须首先

给你介绍一下

这个想法,也许那将是一个

意义检测器而不是一个生命

检测

器,我们这样做的方式就像

好的我想知道我如何

区分所写的文本 一

百万只猴子,而不是

我们书中的文字

只要我知道有某种

字母表就可以,所以这将是一个

频率图,显示您

在随机猴子写的文本中找到字母表的 26 个字母中的每一个的频率图

,显然

这些字母中的每一个都脱落了

大致同样频繁,但如果你现在

看英文文本中的相同分布,

它看起来像这样,我告诉

你这在英文文本中非常强大

,如果我看法语文本,它

看起来有点不同,或者意大利语

或德语他们 都有自己

的频率类型 分布,但它是

健壮的 它写什么

关于政治或科学

都没有关系

它是一首诗还是它是否在数学文本中

它是一个健壮的签名,

只要我们的书是用写

的,它就非常稳定 英语,因为人们正在重写

它们并重新复制它们,所以它会在

那里,所以这激发了我

思考如果我尝试使用这个想法

而不是从

有意义的文本中检测随机文本,而是检测

存在意义的事实 在

组成生命的生物分子中,但首先

我必须问这些构建

块是什么,就像我向你展示的字母元素一样,

对于这样一组构建块,我们有许多不同的替代品,我们

可以使用氨基酸,我们可以使用

核酸 覆盖硅酸

脂肪酸和化学非常

丰富,我们的身体使用了很多,

所以我们实际上要测试这个想法首先

看看氨基酸和一些

其他 她的羧酸,

这里的结果实际上就是你得到的结果

,例如,如果你观察

彗星或星际空间中氨基酸的分布,

或者实际上是在

实验室中,你非常确定

在你的原始汤中存在 那里没有

生物,你发现

的主要是赖氨酸,然后是丙氨酸,

这是其他元素的

微量元素 你拿一个你知道的泥土

,挖开它,然后把它放进

这些光谱仪,因为到处

都是细菌,或者你把

水带到地球上的任何地方,因为它

充满了生命,你做同样的

分析,这个光谱当然看起来完全

不同 仍然有

甘氨酸和丙氨酸,但实际上

有这些重元素,这些重

氨基酸正在产生,

因为它们对

有机体和其他一些人很有价值 那些

没有在二十组中使用的那些

在任何浓度下都不会出现,

所以这也证明

是非常强大的,不管

你用什么样的沉积物来

磨碎它的细菌或 任何其他

你知道的植物或动物在任何

有生命的地方你都会有这种

分布而不是那种

分布而且它

不仅可以在氨基酸中检测到现在你可以

很好地问这些变体

它们是居民的变体怎么样 在

这个计算机世界中,他们

非常乐于复制和

增加复杂性,所以

如果事实上

没有生命,

他们就有大约 28 条这样的

指令,并且如果你有

一个正在替换它们的系统,那么这就是你得到的分布

另一方面,就像猴子骑在

打字机上一样,这些指令

中的每一个出现的频率大致相同,

但如果你现在让我们采取一组

复制人,就像视频中那样

你看到它看起来像这样,所以有

一些指令

对这些生物非常有价值,它们的

频率会很高,

实际上有一些指令

Yuri 只想使用一次,所以

他们写的是有毒的,或者

你真的知道应该 比随机使用更少的

水平,在这种情况下

频率更低,所以现在我们可以看到

这是一个真正强大的签名我可以

告诉你确实是因为这种类型

的频谱就像你

在盒子里看到的一样 就像你在很多方面看到的一样,你

如何改变环境并不重要它非常

强大它会反映

环境所以我现在要向你展示

我们所做的一个小实验,我

有 为了向您解释,该图的顶部向

您展示

了我在这里谈到的频率分布

,事实上,这是一个死气沉沉的

环境,其中每条指令

都以相同的频率发生,而在下方

,我实际上展示了

环境中的突变率,我正在开始这个

安娜突变率,它是如此之高,

即使你放弃一个复制

程序,否则

如果你

把它放进去,它会很高兴地长大以填满整个世界,它的突变会

立即减少,好吧,所以

在那种突变率下不可能有生命,

但是我慢慢地调低温度,可以

这么说,然后有这个

生存能力阈值,现在

复制子有可能真正

存活,实际上我们将

下降 这些家伙一直在

喝汤,

所以让我们看看它是什么样子的,

首先什么都没有,什么都没有,

太热了,现在已经达到了生存能力阈值

,频率分布

已经发生了巨大的变化,实际上已经

稳定了,所以现在我做了什么

我只是我很讨厌我只是

再次调高温度,当然它

达到了生存能力阈值,我

只是再次展示这个,因为

你达到了生存能力真是太好了 阈值

分布更改为活着

然后一旦您达到

突变率如此高以至于您

无法出售产品的阈值,您就无法将

信息转发给您的

后代而不犯太多

错误,以至于您的复制能力

消失,然后签名是 失去

了我们从中学到了什么

我们不是在谈论细菌,而是

从过程的角度来思考,然后我们可以

开始思考生命不是

对地球如此特别的东西,

而是实际上可以存在于任何地方,

因为它真的只与

这些概念有关

在物理基质中存储信息的信息

任何比特 核酸

任何字母表,并确保

有一些过程,以便这些

信息可以保存 e 存储的

时间比你预期的要长得多

你知道的信息恶化的时间尺度

,如果你做不到,

那么你就有生命,

所以我们学到的第一件事是,可以

根据过程来定义生命 独自一人

,根本没有

提及你知道我们珍视的事物

类型,就地球上的生命类型而言

,从某种意义上说,就像我们所有

的科学发现或其中许多科学发现

一样,它再次使我们失去了生命,它导致了持续的死亡

我认为我们很

特别,因为我们生活得很好,

我们可以创造生活

如果我们了解

涉及任何特定基质的基本过程,那么我们就可以

走出去尝试其他世界,弄清楚

可能会有什么样的化学字母表,这不再是一项艰巨的任务。

呃,

关于正常化学,地球的地球化学,

这样我们就知道

没有生命的情况下这种分布会是什么样子,然后看起来

与这个东西有两个很大的偏差,

这表明这种化学物质

现在真的不应该存在我们

那时不知道有生命,但我们

可以说好,至少我

得仔细看看这种

化学物质,看看你知道它

从哪里来

我们无法肉眼

看到它,所以这真的

是我给你的唯一带回家的信息

那么我认为我们更

容易思考我们的生活方式以及

我们可能并不像

我们一直认为的那样特别,我会把它留给

你,非常感谢你