Scientists made a DIGITAL COPY of a FLY and it started MOVING
By Bad Decisions Studio
Summary
Topics Covered
- AI Empowers Artists by Integrating into 3D Pipelines
- Fruit Fly Brain Emulation Bypasses Machine Learning
- Brain Emulations Unlock Human Consciousness Uploads
- We Live in Simulations per Brain Emulation Logic
- No Coding Beats Coding for AI Product Building
Full Transcript
Maxon and Tencent partnered up to bring AI tools into Cinema 4D.
>> Scientists just copied a fly's brain into a computer and it started moving.
>> Not having a coding experience might become an advantage in the future.
>> Let's get started.
>> What is up, beautiful people? Welcome
back everybody >> to another episode of the Bad Decisions podcast. We come back to you every
podcast. We come back to you every Monday, Wednesday, and Friday to give you guys the latest and the hottest in the world of tech, AI, and business. And
as always, thank you for your interest in technology. We appreciate you guys
in technology. We appreciate you guys coming in and tuning every week, listening to us talk about the latest and the fact that you guys even take the time to comment about your opinions
about what's happening in the world. We
appreciate every second that you spend with us. Today's gonna be a banger
with us. Today's gonna be a banger episode and I'm gonna keep talking because I realized he wants to talk and I saw him gas. He was like and he ate it. What do you want to say?
it. What do you want to say?
>> No, I just want to say it's Monday and we are back with three amazing topics to cover from different eras of technology.
>> Oo.
>> So, we have Maxon and Hunion partnering up to bringing AI into a 3D software.
>> Oo. And we've got scientists copying a fly's brain into a computer. And we're
going to analyze an interview from a CEO who talked about why no coding experience can become an advantage in today's age. Isn't it strange not
today's age. Isn't it strange not knowing how to code can be an advantage?
Stay tuned until the end to find out why. But first up, we've got our AI and
why. But first up, we've got our AI and 3D announcement. So let's start with the
3D announcement. So let's start with the first topic. Maxon and Tencen partnered
first topic. Maxon and Tencen partnered up to bring AI tools into Cinema 4D. As
you guys know, Maxon is a parent company for Cinema 4D, ZBrush and other 3D tools. They have partnered with Tensson,
tools. They have partnered with Tensson, who is a parent company for Hoon 3D, which we have covered in the show in the previous episode. It will help you to
previous episode. It will help you to generate 3D models from text or from image references. They partnered up to
image references. They partnered up to bring these AI tools inside a 3D engine like Cinema 4D. And isn't it funny that we were talking about this just in the
previous episode with B level that we need finally someone to bring these tools in order to speed up the entire workflow because we cannot go to the online website keep going to these
website that are available and think that we can generate 3D models for oursel.
>> Dude, we called it. If you guys have been watching the episodes, we called this as 3D artists, as creatives ourselves who've been using some of these amazing tools like Cinema 4D,
Unreal Engine, Blender, ZBrush, Houdini, we've always been looking forward to see some of these AI tools integrated into the 3D softwares because the biggest challenge today is we have our
traditional pipeline which works flawlessly. It's accurate. It's our 3D
flawlessly. It's accurate. It's our 3D pipeline. But then there are these new
pipeline. But then there are these new companies, the startups in Silicon Valley that are creating some amazing AI tools that allow us to generate textures, generate 3D assets, generate
images, and all of them can be integrated into our traditional pipelines. But right now, our pipeline
pipelines. But right now, our pipeline is scattered all over the internet.
We've got our 3D tools that run locally on the computer. Then we have to go on random websites online to generate a texture on one website, generate images on another website, generate 3D assets
on another, and it just makes for a very complicated workflow, something that takes even more time.
>> But what we wanted to see was these AI companies partnering with 3D companies and bringing the tools under one umbrella. And that is precisely what
umbrella. And that is precisely what we're seeing here in this video. This is
an artist who went ahead and created the alien character, something similar to the Stranger Things series and rigged it automatically with Hon, brought that
into ZBrush, finalized the character, took it to Cinema 4D and created this beautiful shot. So Pratt, can you go
beautiful shot. So Pratt, can you go back to the video? Let's let's see the workflow and let's see the process that they have done. So the artist in this video already has an idea of what he
wants to do. He already has a few asset but in order to create the alien he goes to the new AI tools to generate the 3D model. Of course he will use mocap to
model. Of course he will use mocap to animate the alien and he will use other tools inside his pipeline to finish the video. As you can see this is not a text
video. As you can see this is not a text to video generation. This is not something that you prompt and you you start feeling lucky whether the result is going to be good or the result is not
what I actually exactly. He has full control over everything. He actually
records a lot of stuff live action. He
does his own mocap, but for a certain parts of his workflow, he needs something fast. He actually explained in
something fast. He actually explained in the video that he doesn't really care about the style or the model of the alien. He just wants something because
alien. He just wants something because it's really far. It's inside the spaceship. He just wants to tell his
spaceship. He just wants to tell his story. And that is exactly what we were
story. And that is exactly what we were talking about, right? We don't want a prompt to generate the entire thing. I
still like to do mocap. I still like to design the set. I still like to do the camera movement myself. But for certain parts, I need help.
>> The help can come from all of these tools are available out there.
>> To be honest, it's not even about liking the fact that he wants to do the camera work. He needs to because he has a very
work. He needs to because he has a very specific idea as to how he wants the shot to look.
>> Where you need a deterministic output is where you want to go to 3D softwares.
You need something precise for your final output. The alien, he could get
final output. The alien, he could get the ideas from AI. So he used AI to generate some sample images. He was
happy with one of them. And within
Cinema 4D, >> he managed to generate the character with the rig, which would have taken him traditionally weeks >> according to himself, a days, couple of
days or a couple of weeks to get done.
And now he did it within a couple of hours. And the rest of it he did by hand
hours. And the rest of it he did by hand inside Cinema 40. The simulations of Pyro as you can see coming off the jet there, the jet itself. This is how AI
can actually empower artists. What I
really found disappointing in the comments is a lot of people were also unhappy because of this new integration because they are against AI. Actually, I
thought everybody would be happy. We
were super excited when we saw the news.
Yes. But when you go to comment, Pratt, can you scroll down?
you would see that a lot of people are not actually happy with this partnership.
>> What I find disappointing is that you have to understand something from purely a business perspective. If these 3D companies do not adapt, what you're
going to see is in the future a random website that generates 3D assets and then there in the website you can animate it. But the animation experience
animate it. But the animation experience is going to be subpar because they don't have the years and decades of knowledge the guys behind Cinema 4D have to give you all of the tools you need to create
your final output. What is more superior is having AI come to our 3D softwares rather than us going from 3D to a random website that can bug out that can have
problems that will not be solved because the people working behind them may not have the decades of experience serving 3D artists. For me, I personally am
3D artists. For me, I personally am excited about this. We called this this was going to happen at some point. I
didn't know it's going to happen literally a week after >> I actually didn't think it would happen with Max on.
>> Yeah. But if Maxon's doing it, you bet your ass Unreal is going to do it.
Blender already has plugins by third party developers. You can imagine this
party developers. You can imagine this is going to happen in the entire 3D industry. We're going to get these tools
industry. We're going to get these tools integrated and it's much better to have these integrated rather than not because eventually you're going to have to do them on a website which will just
increase the time you need to spend on your entire project. And I want to talk about the negative impacts of all these comments. When people start posting
comments. When people start posting comments under the company's account, this would go back to the company. Of
course, they will see it and it will demotivate them and probably slow down the entire process. Whether you like it or not, AI is here. AI is going to be integrated. If you are using a software
integrated. If you are using a software and a lot of people who are commenting are actually paying for the subscription. If you are threatening
subscription. If you are threatening Maxon that you will unsubscribe, what is going to happen? They're going to slow down. their competitor is going to do it
down. their competitor is going to do it and then you have to switch to the competitor in >> learn entire new UI.
>> So you should support whatever 3D software that you're using to be at the forefront of technology to be integrating with all these new tools that are out there. And I think the
biggest misconception comes when it's about 3D model generation. I don't think we had a lot of these negative comments when AI mocap came around.
>> Yeah. Or even now if this was turned to a post by Hunan and Tensen about AI UV unwrapping, that's also someone's job.
If your concern is taking someone's job, AI UV unwrapping would also be taking a person's job that was UV unwrapping before. But I can guarantee you 90% of
before. But I can guarantee you 90% of artists, myself included, hate that part specifically because it's the least creative part for me. I have to spend a lot of time unwrapping a character and I
just want to get to the character animation and texturing. And so I know for a fact if someone use an AI powered UV unwrapping inside Maxon Cinema 4D or
Blender, they'd be grateful. But the
moment it changes to 3D asset generation, suddenly people are pissed off. I personally, this is my position.
off. I personally, this is my position.
I'm for technology. I'm for allowing creators to create faster and better work. And if this is going to allow
work. And if this is going to allow that, then I'm for it. In my opinion, a true artist will not let this be a hindrance to their output. They're not
going to go ahead and make a slop. A
true artist is not going to be like, "Okay, I'm just going to generate all of my assets and now my work is going to be inferior, but it's faster." A true artist is going to figure out how to use this tool the right way. Again, in this
very specific case, if you look at it, the alien is not your foreground asset.
It's an asset that is far away in the distance that you really don't need that much detail for. A very good example, Ian Hubert.
>> Ian Hubert when he made a lot of his YouTube tutorials for a lot of the background assets, he'd just go to Google images, >> grab someone's face, grab some poster
from Google images, and then paste that and wrap it around a 3D model. and he
always talked about how when anything is far in the distance and camera is in motion, there's going to be motion blur.
You're not going to notice it. Don't
spend all of your life modeling and texturing them to full quality.
It's technically the same thing. Now,
think about it. Instead of going to Google images and taking random images online, you're going to go and use these tools to generate it for yourself. It's
perhaps even quicker. For me, it's the same concept. And I personally am
same concept. And I personally am excited about this. I want to see this in Unreal. I want to see it in Unity. I
in Unreal. I want to see it in Unity. I
want to see it in every other tutorial.
Not tutorial, I mean I you pulled up lazy tutorial, Pratt, and I saw um I saw this. But
this. But >> he did this. So if you if you pay close attention, this is a very old version of Blender. So this video is dated. But you
Blender. So this video is dated. But you
can see the Google images.
>> Yeah. He just got to fit every single thing inside the image.
>> Yeah. He might have used his own images that he's captured when he was traveling around or sometimes Google images.
There's at least hundreds of tutorials that follow Ian Hubert's way of creating Google images. Take the images from
Google images. Take the images from online and then use it to make your shots. It's the same concept right now
shots. It's the same concept right now with AI. AI has been trained on Google
with AI. AI has been trained on Google images. You're using that to create new
images. You're using that to create new images or 3D assets to create 3D assets and then you're using it in your shots.
I like this technology. Let us know what you think.
>> We should we should go and comment something positive so the team is motivated to push this technology even further.
>> If Cinema 4D doesn't do it, Unreal will.
If Unreal doesn't do it, Unity will be doing it.
>> Yeah.
>> Okay.
>> Let us know what you guys think about this. I'm curious to know your thoughts.
this. I'm curious to know your thoughts.
Our audience sometimes is also divided.
I know some of you guys will be for this, some of you guys will hate it.
>> I think most of our audience would be for it.
>> I'm going to be honest. It doesn't
matter which side you're on. The whole
point of this show is that we look at what's happening in the world, analyze it, and prepare oursel for the future so that we can be in the best position possible. And I want everyone to
possible. And I want everyone to understand. We don't always have to
understand. We don't always have to agree with each other. I actually
appreciate if some of you guys are against this. I want to know why. I want
against this. I want to know why. I want
to know your opinion. If you're for it, I also want to know why. So, I invite every single one of you guys to let us know in the comments what you think about this news and where do you think
this all is going?
>> Faros, are we ready for the next part?
>> This is your favorite part, right?
>> This is insane.
>> Scientists just copied a fruit flies brain into a computer neuron by neuron in a whole brain emulation. Then they
gave it a digital body and it started moving and finding food and eating. No
training data, no machine learning. They
took a digital brain, gave it a digital body, and it moves. It responds to its
environment and behaves exactly like a fruitfly with 95% accuracy.
This was done by a team in San Francisco called Eon Systems. Pratt, pull up the main video in the article for me really quickly
in the article. Uh, no, this is not it.
It's within the article.
>> Nope, not this one. Yes, this is the one. That's the one. Yes.
one. That's the one. Yes.
So, what you're looking at right here, this is the 3D environment within a physics engine that simulates reality.
That mosquito, that that fly is currently moving without anyone telling it to move, without anyone guiding it, without anyone training it. All of its
movement and decision- making is done because a real brain was copied digitally and is now acting as the
guidance to this digital body of a fruitfly. Now, this team Eon Systems in
fruitfly. Now, this team Eon Systems in San Francisco specializes in emulating brains by scanning and mapping millions
and billions of neurons and their synaptic connections. Their mission is
synaptic connections. Their mission is to create a complete digital human emulation to prepare us for a future with digital intelligence.
Farad, before I continue and tell everyone how this actually works. What
are your initial thoughts?
>> My mind was blown. It was just I think last week that we covered the brain dish that was playing Doom. This is the exact opposite side of it. In the previous round they brought human brains
connected to a silicon and ask it to play a game. Now we are recreating a brain in a virtual environment and by itself it goes and walks and grooms and eats food.
>> Yes, this is against anything we've talked about when it comes to AI. Not
against this is different than anything we talked about when it comes to AI.
When you talk about machine learning and AI, you're training the models on large databases and data sets. This is not the case here. I want you to understand,
case here. I want you to understand, they did no training. There was no instructions. They just copied all of
instructions. They just copied all of the neurons and the connections of the brain, mapped it in research papers and models, and they gave it a physical body
inside the simulation, inside the computer. And then the connections told
computer. And then the connections told the body what to do. I'm going to give you guys some detail here in case you're fascinated as much as I am. The fruitly
has about 125,000 neurons and 50 million synaptic connections. The team took
synaptic connections. The team took research papers and models like flywire that have mapped and combined all the neuron and synaptic connections of the
fruitfly which simulate neural activity in the brain to predict motor behavior.
the body movements. But this is just the brain without the body. Then they took research papers and models like the
Neurommechfly V2 that can translate the neural signals into physical movement while incorporating sensory feedback to
the brain and that's the body. They took
the combination of the brain and body, put it inside a physics engine called mujoko, which is that video that we just saw, and then the fruitly just started
moving.
Fascinating. It's crazy.
I don't know if anyone understands what this means. I want you to guys to
this means. I want you to guys to understand the severity of this.
I'll explain this in human terms so it makes sense. brain, motor function,
makes sense. brain, motor function, body. Farah gets hungry or thirsty.
body. Farah gets hungry or thirsty.
Farah recognizes there's a glass. The
neurons and the synaptic pathways then send a signal to my hand and say, "Pick this up, drink it." And when I drink it, then there's a feedback back to the brain that I'm full. I'm no longer
thirsty.
That feedback is happening inside that simulation. So the fruitly recognizes
simulation. So the fruitly recognizes perhaps where sugar is, finds the sugar in the space, eats it, and feels full and doesn't need to eat anymore. All of
that is happening without a single scientist or researcher or a coder telling it what to do.
It's mind-blowing. The the part that is mind-blowing to me is that it's like buying something from IKEA, assembling it, and it starts working. So they just
made the brain turn on and it works.
>> It does its job.
>> This is Matrix.
>> Yes.
>> This is exact This is exactly like Matrix. I I'm just wondering what does
Matrix. I I'm just wondering what does that Fly thinks now? Does he think the environment that he is in is real? Of
course. I think the IQ level is so low to think about all of this. But when
they go to the next level of emulation when they do it for months, >> does it have a You're saying does it have a feeling of living?
>> No. No. feeling of understanding the reality that whether okay doesn't the fly the fruit fly wouldn't know but the next step would be mice the next step would be >> but does it yes but does it know it's real
>> yes exactly >> does it feel like it's in an environment does it have a feeling a fruitly probably has certain feelings I'm not saying as >> complex doesn't have feelings but mice does have a feeling mouses they have
feelings >> mice was right >> yes they do probably do mice have feelings can you search No, no, no. They
would understand if they are in an environment or >> they do have feelings. They feel pain.
>> Yes, >> they do feel pain.
>> It's crazy how the things going to move after this discovery.
Far is in awe.
>> Okay. So, since you brought it up, I'm going to talk about this and I want to get into the matrix discussion.
You said the mouse and the human brain.
I think we should give the context to the viewers. This company Eon Systems is
the viewers. This company Eon Systems is targeting right after the fruitfly to go after the digital emulation of a mouse brain and laying the groundwork to go to
human scale emulation. The mouse brain contains 70 million neurons which is 560 times the flies count. The human brain
contains 86 billion neurons and over 100 trillion synaptic connections. So
synaptic connections are the connections between >> between the neurons. Yeah. Each neuron
can connect up to 10,000 other neurons.
>> Okay.
>> You can imagine how much more complex it gets. But in this article on X, the
gets. But in this article on X, the researchers said it's not a problem of how. We know it's possible. It's just a
how. We know it's possible. It's just a problem of when that scale is not a problem. We're seeing it with AI models
problem. We're seeing it with AI models now. We thought that we cannot train AI
now. We thought that we cannot train AI models because we ran out of data on the internet. But we've been seeing the
internet. But we've been seeing the progress in these AI models with regards to con even if you consider that as a problem. We notice that these companies
problem. We notice that these companies are still moving forward.
So they're saying that we can still scale and get to the mouse brain emulation and eventually a human brain emulation.
What do you think will happen when we reach that state?
I asked you this question when we talked about Dishbrain >> that we currently have yes 200,000 human cells on the dish brain plain doom
>> yes >> what happens when you get it to 86 billion will they develop memory will they develop consciousness will it know it's alive and I told you I believe at
some point when you have a large enough cluster you will have it. And in this case, it's an exact replica.
It's not physical. It is digital, but it's an exact replica. So, you cannot tell me that it it won't, >> but
>> it's it's the entire model of the brain.
Think about it this way in this place.
So, 91% I read it says 95. So it's 91 to 95% behavior accuracy by having the entire model of the brain of the fruitly. Imagine getting 91% accuracy to
fruitly. Imagine getting 91% accuracy to a human brain. What does that mean? That
means it understands everything the human brain understands. How to move, how to think, >> what to think about.
>> Wait, how do you connect that? So now
they are connecting it to the body movement, right? So, so the the body
movement, right? So, so the the body movement of the fly all these neural mo neural circuits to the body movement of the fly >> for the humans then the human can walk
to can talk to.
>> No, first of all, you completely got it misunderstood. The fact that it knows
misunderstood. The fact that it knows how to walk is not the fascinating thing. It's walking because it wants to
thing. It's walking because it wants to get food. So, it understands hunger even
get food. So, it understands hunger even though it doesn't need food. It's coded
in the brain.
for it to find food and it's doing it digitally.
That's crazy. Therefore, when you're talking about body movements, body movements for a reason and that's a fruit flight. Let's go to the scale of
fruit flight. Let's go to the scale of the human brain. So, I do believe they're going to achieve at some point a level of consciousness with memory, with
instincts, with the same quirks, with the same memories. And what you have to understand is that they're copying a real fruitly and therefore they can copy a real mouse.
>> Yes.
>> And by that definition they can copy a real human.
I can copy Farhad's brain specifically Farhad's neurons and synaptic pathways with your memories, your quirks, your behaviors.
>> Oh, so I don't start from zero.
>> You do not start from zero. I assume
>> last saved. You get my last saved.
>> No, no, you can get my last saved version.
>> Apparently, I mean, you have to talk to Eon Systems about this, but this is what it means. We're not training.
it means. We're not training.
We're not training new one. Are we
bringing a new human with zero everything or no? With pre
>> I think it will be with everything you have with your memories.
>> How do you down? It's I mean my brain hurts just thinking about it and I'm as you know in the previous episode I'm not a fan of uploading my brain anywhere.
>> I haven't even gotten to the point of ethical considerations. Let's just talk
ethical considerations. Let's just talk about the science and how fascinating the science is.
>> The science is crazy.
>> I'll get to the matrix part. Let's go
one by one. I want everyone's opinion here in the comments. Farad Pratt all of you guys.
Why is this news important? First,
understanding the brain and discovering intelligence algorithms that evolution invented in the most expensive training run in history.
Think about it. How much money and effort are we putting into training AI models?
>> [ __ ] ton.
>> An ungodly amount of money.
>> We get to use the most expensive training run in history if we can copy our brain digitally. We get to understand our evolution, which is an
evolution that has taken 2.5 to three million [ __ ] years. The homogeneous
has been around for that long.
Homohabilist being one of the early ancestors. Homo sapiens, us, about
ancestors. Homo sapiens, us, about 300,000 years. So imagine you can
300,000 years. So imagine you can understand the evolution if you have it inside a computer. You can read the brain. You can analyze every single
brain. You can analyze every single action. You can simulate hundreds of
action. You can simulate hundreds of thousands of actions and analyze intelligence, human intelligence, which has never been done to this scale before. That's one reason why it's
before. That's one reason why it's fascinating.
Second reason why, and this is by Michael Andre, one of the guys who works at Aion Systems. I'm going to read it as a quote. We're
entering an era of artificial super intelligence. The biggest question isn't
intelligence. The biggest question isn't whether ASI will arrive. It's what form it will take and who gets to participate
in it. Right now, the default path is a
in it. Right now, the default path is a few labs build opaque AI systems and the rest of humanity hopes they're aligned.
I think there's a better option. A
successful hi-fi upload should feel like you. You that is robust, free from
you. You that is robust, free from illness and death, editable, can run faster than real time, and keep up with
AI. and most importantly aligned with
AI. and most importantly aligned with your values, your memories, relationships, and moral intuitions.
Brain emulation allows humans to flourish in a world with super intelligence.
>> Sounded like an intro of a movie.
>> What do you guys think about that?
>> Black Mirror episode.
>> What do you guys think about that?
It's I really cannot even imagine where would this go. How would you
this go. How would you imagine you copy yourself multiple times and you train yourself differently every
single time and all of these are available at your disposal. So instead
of agents you will have a copy version of yourself digitally that can do things for you. I have a Farhot planner. I have
for you. I have a Farhot planner. I have
a Farhot executor. I have a Farhot content creator. All by me
content creator. All by me >> with your own brain.
>> Yes. But it wouldn't be as powerful as AI though. So I'll take it as a two
AI though. So I'll take it as a two separate two separate category. I don't
know why he mentioned I need to read why he mentioned that he's comparing it to AI. To me AI is super intelligent,
AI. To me AI is super intelligent, right? They can do multiple things at
right? They can do multiple things at the same time. This is me literally me copied multiple times, right?
>> Yes. But we discussed this previously that biological intelligence has advantages over machine intelligence and machine intelligence has other advantages over biological intelligence.
What he's saying here, I'll tell you what I disagree with the ability to be free from illness and death. I
do not like the concept of immortality.
I believe this has been discussed extensively in mythologies, in stories.
Never ends well. We even had an X-Men movie about this. If you're immortal and you know it, I imagine that you'll never end up doing anything useful in life because you believe you have all the
time in the world. Think about the last time you had a project with no deadline.
Did you finish it? No. What's the
inspiration in life? Poets have written for hundreds and thousands of years about this concept of death and how death gives life meaning.
>> Yes.
>> Because it is the idea that one day it will all be over that gets you out of bed to do something useful to go ask the girl out if you want to to go and spend time with your family to go and work on
the project that you want to work on.
>> Start that project if you want if you were living forever.
>> So the concept of living forever for me is not actually interesting. I don't
think I'll be down for that. But free
from illness, yes, that's pretty damn good.
>> If you are not free from illness, your copy would be free from illness, right?
>> Uh well, listen, this is just a surface of the technology. What they're saying is that by analyzing the brain and having a copy, you'll get to test it.
You'll get to test it to be able to create a brain without Alzheimer's, without Parkinson's disease, and without deaging. basically to to a certain
deaging. basically to to a certain extent they can go and analyze it and create a brain free from illness and then be able to create medicines or
medications therapies that can allow you to live longer free from illness.
I don't know the full scope of it. Of
course, I'm not working at Eon systems, but I'm telling you what they're saying here is that by analyzing intelligence, they'll be able to create
things for humans to allow us to live a better life. That that that makes sense.
better life. That that that makes sense.
I I'm all for preventing Alzheimer's and dementia and all the brain related diseases.
>> I will say one thing. I do assume at some point the whole concept of super intelligence, neurolink,
the dish brain from cortical labs, biological brain on a computer and a digital copy of our brain. At some point there's a convergence which is >> I I think they're separate. You think
they all go?
>> At some point these studies will converge. I'll explain. When we are able
converge. I'll explain. When we are able to take our brains and copy the entire neural network digitally and simulate it in
environments. The fact that we can now
environments. The fact that we can now connect human cells to a silicon chip, so biological brain and a machine brain.
And the fact that we can also bring neural link a machine into our brain.
And the fact that we also can train large language models to be faster than us and have access to the world's knowledge. I believe there's going to be
knowledge. I believe there's going to be a convergence and what I would like to see is a world where we are innately
super intelligent. I am afraid of a
super intelligent. I am afraid of a world where we're going to have digital intelligence better than us.
We talked about this before this concept that if there is going to be models, AI models that are far smarter than us, >> it's evident, but that's going to happen
much faster than this. I'm not talking about the timeline. I'm solely speaking about the fact that if we're going to have a species, a digital species that is superior to human species, it could
lead to a dangerous outcome.
>> Sure.
>> Potentially.
>> Sure.
>> Considering how history has showed us in the jungles and Saharas, the food pyramid, the apex predator has always been the winner because they're the
strongest, more intelligent. We climbed
up that ladder because of our ability to cooperate in large groups, to grow our brain to a size that it can allow us to produce tools, produce language,
communicate more effectively, and so on and so forth. Now, we're creating the next apex predator ourselves, which is
potentially AI. Just a note on that,
potentially AI. Just a note on that, Codeex 5.4 4 and oo 4.6 are written by themselves. So technically if we reach
themselves. So technically if we reach an intelligence in the future they can claim you helped us in the beginning we took it ourself at the end.
>> We talked about this before that the reason why we are the apex predator as well is because we have control over other animals.
>> Yes, >> we have control over fish. We can
domesticate goats and sheep, cows, we domesticate plants.
Can AI domesticate us?
>> Yes.
>> If there is a digital species that is more powerful, faster, smarter.
>> I would say with social media, they can.
>> It might have its own goals and it may use humans as a whole >> to achieve its own goals. Whatever the
goal may be, I may be unaware of it, but thank you Pratt, but there is a way in which we don't
have to go down that path. Can we make humans super intelligent?
That's why I was thinking Neurolink could be that path. I'm trying to be optimistic. I'm trying to say, hey, if
optimistic. I'm trying to say, hey, if we manage to go from the middle of that pyramid to the top, we've done that before.
>> Again, the reason why homo sapiens are the only species in the homogeneous that are left is because we were the smartest. We managed to collaborate more
smartest. We managed to collaborate more effectively. We built better tools. We
effectively. We built better tools. We
were not the largest, by the way.
Neanderthalss were bigger than us. But
we managed to use our intelligence to beat them.
how it happened. There are different theories, but we managed to climb. So,
if we've done it once, we can do it again.
>> Far is very hopeful for humanity.
>> I truly am. Am I saying some of these companies would not use these tools to gain advantage over other humans and do evil things? No. Of course, some
evil things? No. Of course, some companies will, as they always have.
But knowing how the world is always going to find balance, there's always going to be uh half the population that are going to be good to you, the other half that are not. I believe the good
can exist and also become powerful. And
for me, that is if we build super intelligence, can we not also become super intelligent? Pratt, did you just
super intelligent? Pratt, did you just make that or >> Yeah, I just generated that.
>> Cyborgs.
Now, don't think about cyborgs as you having half of your face made out of metal with laser eyes. You don't have to look like that to be a cyborg.
>> Cool. If I'm a cyborg, I want laser eyes.
>> Maybe you don't want that, but that's how movies make it out to be. A cyborg
could really mean just you injecting something in your mind like Neurolink with a minimal procedure and now you
have extended abilities.
Or perhaps this is where it gets more interesting. I thought about this. This
interesting. I thought about this. This
is this is okay. This might get into a bit of a crazier area.
Human mutants.
How so? Okay. Pratt, you've done biotech right?
>> Yeah.
>> Okay. We are capable of cloning animals at this point. We've done that before.
Okay. Sure.
>> We are able to now simulate real brain.
>> Fly brain. Fly brain eventually going to be human brain.
>> I wanted Yes. Let's say let's say assumption.
>> Do you think there is not a possibility where we can combine human cells and
eagle cells to have humans grow wings and also combine human brain cells with eagle brain cells to then have the ability to instantly know how to fly and
use the wings?
>> I don't think that would be the case.
I personally think our creation and God who has created us, there is a purpose that we don't have wings and there is no way for us to mix and match things. So
tomorrow you we can have eagle wings or I can have lions. What do you call that?
>> You already have lions.
You're already you're already a mutant.
>> Yes. So or the speed of cheetah. So
imagine you you want to make a human to go super fast. I think beside brain and I was reading about this there are so many other elements that makes us who we
are and makes the animal who they are the hormones the other body parts until we copy every single part not only the brain and another thing to add on top of that Andrew was always saying that we
only know a fraction of what our brain does >> precisely why they say this is still unknown even I think with this this technology like figuring out how does the brain work is a huge task They've
they've done it with the uh the fly which is great achievement. Mice would
be the next step. I think human it's extremely difficult. I'm not saying it's
extremely difficult. I'm not saying it's easy but it's possible.
>> We shall see.
>> Let's talk about evolution. Where do we come from?
>> That's also a >> No, no, no. It's no evolution.
Evolution.
>> Sure.
>> Before homohabilist, how did we become homohabulous?
We evolved from >> monkeys, >> other animals into homo sapiens.
>> Yes.
>> So if you track it back to the original form, >> Yes. without
>> Yes. without >> single cell organisms. >> Yes.
>> All I'm saying now is if we can go ahead and alter that, alter the DNA, alter the cells, could you not create a completely different
animal?
By the way, very clear about this. Is it
ethically right or wrong? All of those discussions will come afterwards. I'm
just saying and talking about possibilities here. I actually think there are way
here. I actually think there are way more. So, so what you're saying is okay,
more. So, so what you're saying is okay, this is A, this is B. If you figure out the basis of A and B, then we can mix A and B. I would say it's not the mix of A
and B. I would say it's not the mix of A and B. There is C, D, E, F, and G that
and B. There is C, D, E, F, and G that we don't even know. And you mix A and B, it will fall apart.
There are way more things involved >> that I don't know. I mean, I don't know if he will fall apart or not.
>> You probably >> the human god. Okay, let's test this wings. Jump off the mountain. Oops.
wings. Jump off the mountain. Oops.
Didn't work.
>> By the way, that happens to birds. It
happens to birds, too. But no, it I'm sure it happens to birds, too. You have
clumsy humans and you have clumsy birds.
I'm saying if you're lying, you're definitely going to [ __ ] fall. I know
>> you're going to be the fastest eagle alive.
>> But you I want you to just take into account all of those movies you watched about mutants. How did they create the
about mutants. How did they create the mutants? They had to understand how a
mutants? They had to understand how a human body works well enough to be able to combine it either before birth or even after birth to create it.
>> Do you know what kind of a mess do we have if we start mixing things? Human
elephants, then human eagles, then human donkeys. Just imagine the variety of
donkeys. Just imagine the variety of humans. Like it's it's going to be a
humans. Like it's it's going to be a mess. I think there's a reason.
mess. I think there's a reason.
>> By the way, I'm sure they've already done it with animals. Pratt, they've
done it with animals, right? I'm sure
they've mixed genes and DNA of animals.
>> I mean, they they mix dogs gene like the the breeds, but I don't >> No, no, but you cannot have a dog mate with a cat. That is not possible. But
I'm saying can we create >> You watch Narnia.
>> Oh [ __ ] >> Oh yeah, that's >> No, but I think to that level they haven't mixed. They mix breed, but I
haven't mixed. They mix breed, but I don't think they mix animals.
>> I don't think they have. It's ethically
not correct, you know. I think it's possible.
I'm not saying it's ethically correct or not yet. I'm just saying
not yet. I'm just saying >> if it's ethically incorrect, leave it alone.
>> By the way, I'm not Eon systems. I don't even have the capability to do this.
>> NO, BUT EVEN SYSTEM doesn't have the plans that you have, you evil.
>> No, they're going to >> they are not mixing humans and eagles.
These are all your ideas. They just said we want to analyze humans brain. I don't
know why you go all all the way there to let's just mix all these gins together and let's make new animal >> human worm.
Good. Actually, Eon System is a research and development lab. They're working on analyzing brains. They just did
analyzing brains. They just did Fruitfly. What you're talking about is
Fruitfly. What you're talking about is probably decades from now. But now
you're mixing, >> bro. Decades from now. Blink an eye.
>> bro. Decades from now. Blink an eye.
It's going to be here.
>> Let's see. But I really hope >> I checked with X. I checked with X and asked X to predict when we can emulate human brains and he said 2040.
>> 2040.
How?
>> Bro, we'll be alive.
>> Yeah. Yeah, we'll be. Hopefully. You
guys will be alive.
>> Yes.
>> We'll all be there.
>> Yes.
>> To witness it.
>> Farah donkey.
>> Farah's cockroach.
>> Next theory that I want to explore with you guys. Are you guys ready? Are you
you guys. Are you guys ready? Are you
guys ready?
>> Cool.
>> The simulation theory.
>> Oh yeah. This one was the most likely actually.
>> Let's talk about video games. Okay.
NPCs, non-playable characters. These are
characters that you find all across GTA, Skyrim. You'll have conversations with
Skyrim. You'll have conversations with them. And largely they are based off of
them. And largely they are based off of rulebased or machine learning algorithms. If this then that.
>> If player NPCs >> Yes. If player approaches the police
>> Yes. If player approaches the police car, then police car attacks.
>> Yes. And by creating the most sophisticated behavior trees, you'll end up with sophisticated games like GTA and Skyrim will where you feel like the
character is alive, but they're not. And
most players are getting the exact same experience.
Now, with AI and machine learning, games have been getting a slight turn.
Not all games, of course, very minimal, but we're slowly seeing videos on YouTube where people have incorporated LLMs into games where the characters
dialogue is based off of an AI model that has been trained on the characters behaviors and then responds to you as the player differently depending on what
you tell it. Correct me if I'm wrong, Pratt. Darth Waiter inside Fortnite,
Pratt. Darth Waiter inside Fortnite, that was AI enabled.
Yeah. Yeah.
>> Are you sure?
>> You can Pratt, can you quickly look it up? You can just do a Google search. If
up? You can just do a Google search. If
you search for Google, it will tell you.
>> I believe that Fortnite brought in Darth Vader and the response to every player was according to their action. So, Darth
Vader's lines, >> not not a bunch of rules, >> I believe. Not Pratt can check it right now, but you can I've seen people do it at least on YouTube where you can >> experiment. I see a lot of it. I've
>> experiment. I see a lot of it. I've
never seen AAA games use it. And I just I think it's because of the memory usage and the >> It will be very difficult. It's very
difficult and expensive.
>> Difficult. It would be heavy. That's it.
>> And expensive to train and run.
>> Pratt, I believe the answer is yes.
Right. Fortnite's Darth Vader is AI powered. Pratt is going to pull it up
powered. Pratt is going to pull it up right now. Fortnite's Darth Vader is AI
right now. Fortnite's Darth Vader is AI powered.
>> There you go.
>> And the voice actors are rebelling.
But talking about the fact that it was AI powered, it makes for a more exciting gameplay for sure, contextual. It makes
everyone have a unique experience.
And the AI is trained on Darth Vader's voice and Darth Vader's behavior and responds to you. And that's it.
>> Yeah.
>> Now, I want you to guys to go ahead and think about something different.
What happens if you put this fly inside a game?
A real fly's brain running inside the game. Now, I want you to go ahead and
game. Now, I want you to go ahead and take my example and exaggerate it. What
if you put a real human's brain copied into a game like Fortnite and GTA?
What if this life is that copy of someone's project and we are playing that game is showing matrix.
No, but I if what you're saying they they really achieve it at one point first of course it would be games. The
first thing I thought about it, if if they actually make it in a game engine like Unreal, when you have physics and you can add parameters and values to every single element, you can release a
human inside the city sample and say, "Okay, go and do what?"
>> My question is, will that human know that it is in a game?
>> Will it start questioning the fact that it is in a game at times just like we do?
just like us who have grown enough awareness. We are the only animals I
awareness. We are the only animals I hope that are aware that they are aware they may be in a game.
There are so many people on Tik Tok and on Instagram, especially the younger generation who talk about simulation theory. Elon Musk talked about it.
theory. Elon Musk talked about it.
>> Yes.
>> Did I say Elon Musk's?
>> Elon Musk talks about simulation theory that we may very well be inside a video game.
>> Yes.
>> Someone's project in a computer. And the
fact that we sometimes question that, but our brain hits a brick wall. Every
time we start thinking about the sheer size of the universe, VRAM explodes.
>> And think about it this way. It could
very well be that in 2040 when we scan a human brain and put it inside GTA, it knows it's inside GTA. It follows the physics of GTA. It cannot come out. It's
inside your computer inside GTA. His
life is GTA.
That's crazy. That's crazy. But I think that would be the first step when they emulate the human brain. Just let it go inside the game. But would it know when it dies and it comes back that it's the
same person or you can set that up?
>> It depends on the rules of the game.
>> Wow. This is mind-blowing. Really?
>> It depends on the rules.
>> Want to follow Eon systems and see how fast they can get to mice. I think with mice they will see a lot more than what they see with fruitfly because mice are really close. They can feel pain. They
really close. They can feel pain. They
can feel cold. They can feel warm. They
can get Alzheimer's.
They can Wow. They can analyze everything.
>> Mice get Alzheimer's. They do.
>> Yes.
>> Like they forget things.
>> Damn, I didn't know that >> because they test a lot of this on mice.
The anti- Alzheimer drugs.
>> Oh, I didn't know that.
>> Even dogs get it. The Robbies the pets said that dogs can get Alzheimer too.
Okay. I didn't know all of that.
Interesting.
Do we want to talk about ethical considerations or I think we've covered >> everything is not ethical about this bro what is ethical about this >> if we reach a human level >> there are benefits as they have
discussed the fact that they can study >> intelligence is fine yes >> no but how much can you learn about human intelligence if you work on a fruit flies brain
>> we can learn from you >> but seriously speaking if you have an understanding of the human intelligence you can do so many things I can't even imagine how much
right now >> if they come to you and say do you volunteer for the human brain >> I don't know I genuinely don't know probably not >> 20k 50k >> bro no
>> 100k >> no it's not that it's >> imagine if they copy your brain all those dirty thoughts that you have would be copied >> every single thing >> everything yeah
>> and why do you say I have dirty thoughts >> no you have some at least.
>> Pratt, I don't have dirty thoughts.
>> Like every single thing, every single plan in your head, every single thing would be copied.
>> Of course.
>> Wow. And you may even be able to delete it.
>> Imagine >> the trauma.
>> Imagine you you can upload your brain, delete your trauma, and then bring it back.
>> No, but the trauma makes you who you are.
>> No, us. Sure. But someone who's going to commit suicide.
>> True.
>> Imagine they're able to upload their brain, delete the trauma memory, and bring it back.
And then there's a bug in the system deletes the entire memory.
>> All of this is possible.
>> Wow.
>> All of this is possible, which is why it's freaking fascinating and scary at the same time.
>> Shall we ask them what do they think about this? And let us know.
about this? And let us know.
>> I I'm guaranteeing you, you put a brain inside a computer with 86 billion neurons and trillions, hundreds of trillions of synaptic connections, it's going to be conscious. That brain is not
gonna be unconscious. It's going to be conscious. So, we're going to get to the
conscious. So, we're going to get to the ethical questions. The question is when,
ethical questions. The question is when, >> but you'll be sure that we'll talk about it on this show right here.
>> We bring a deep dish brain and also >> deep brain, bro. That's deep DISH PIZZA.
>> What is a deep >> What is a dish?
>> That's the name of it. I'm telling you, that's the name of a pizza. Deep dish
pizza. That's a good name for a product.
Deep dish brain.
>> Pratt, would you take that deep dish brain?
>> Pratt, can you pull up deep dish pizza?
That's a That's a name of a Yeah, that's a name of a dish.
>> What city is >> Why do you keep thinking about food when we talk about brains >> pizza? It's from Chicago. Yes, Chicago.
>> pizza? It's from Chicago. Yes, Chicago.
>> Bro, you need to stop. Go to images.
>> Go to images.
>> I would eat that.
>> Thank you. Yeah, that's a deep dish pizza.
>> Okay. Okay.
>> Why do you keep comparing brain to food?
>> No, they call it the second time the brain dish.
>> Second time. Farah, what do we have next?
>> Next.
Not having code experience is becoming an advantage. It's funny to say that.
an advantage. It's funny to say that.
Previously, they would ask you to go and learn computer science, go and learn coding, go and learn as much as you can because software is the future. Now,
Replet CEO, a company who helps you build software and deploy them using AI, came on an interview and said not having the code experience might actually be
beneficial. Let's watch the interview uh
beneficial. Let's watch the interview uh snip snippet of it and then we talk about it.
>> You don't need any development experience. You need grit and you need
experience. You need grit and you need to be like a fast learner. You need to be like I would say if you're like a good gamer, if you can like jump in a game and figure it out really quickly, you're you're really good at this. But
even if you're not a good gamer, you'll figure it out eventually. But people who are who grew up with technology or like fast learners are are now like the best
at this. I I will venture to say that
at this. I I will venture to say that not having a coding experience is is becoming an advantage because coders get lost in the details. Product people,
people who are focused on solving a problem, on making money, they're going to be focused on marketing, they're going to be focused on user interface, they're going to be focused on on all the right things.
So um at some point uh I think this year it's going to flip and I think not having a coding background is going to be more
advantageous for the the entrepreneur.
>> So this is Amjad Masad the CEO of Replet and he was on a podcast.
>> Brad can you pause the video? Thank you.
talking about why not having a coding experience is important. And I quite like the idea and I truly believe with all these AI tools that we have nowadays,
knowing what you want and having that idea is the most important thing. Funny
enough, Pratt, if you scroll down, you will see Hun CEO also commented that the gamer analogy is so underrated. Pattern
recognition, fast iteration, and not being afraid to fail. Those instincts
transfer everywhere. Basically, what
they're saying is you need to have the idea. You need to know what you want and
idea. You need to know what you want and you can all use all these tools in order to find it. P I think it's on the main post.
>> [ __ ] meter high.
>> No, there is contradicting uh comments under it which we are going to cover, but I want to know what you think about it.
>> Sorry. Are you looking for the comments?
Is it Are you sure it's under this one by agent CEO?
>> But you don't have to. I mean, you already mentioned it.
>> What do I think about this?
I do think it's a cool idea.
Not sure how true it is. I'm not a programmer. Neither am I in Silicon
programmer. Neither am I in Silicon Valley to see the difference between what people are developing. Are there
better products being made by non-coders in Silicon Valley? Is that why he is claiming that this is the case? For me,
I do not know if what he's saying is true. However, if it is, it means it's a
true. However, if it is, it means it's a huge opportunity for everybody out there because how many people are coders in the world?
>> No, you have a lot of people who will come in and make their product.
>> I can almost tell you and guarantee you everyone in the world has ideas.
>> Yes.
>> But a very tiny percentage of the world's population can execute the ideas with code. We discussed this with Pratt
with code. We discussed this with Pratt the other day and I said the reason why I'm excited when I'm using tools like Codeex and Cloud Code and why I feel
liberated and feel enthusiastic is because I had thousands of ideas running through my head all the while that we've had bad decisions. But all of
them went down the drain because I'm not a software developer nor do I have someone that can code for me. And so the ideas just went out. But now with code,
I'm allowed to and capable of taking my ideas and bringing them into a reality.
Whether it's to solve a problem for myself, for us at bad decisions, or for the viewers and the audience. And we've
seen that happen. All three of us, we've mentioned this before, have been coding and creating applications for our own personal use cases. We've been
increasing the speed at which we create content. The productivity has increased
content. The productivity has increased drastically and there are specific applications that we made to help us within the company.
This was never possible before.
>> No, that's why I think a lot of people can benefit from this. Yes. And you
don't have to design a product to sell.
As an entrepreneur, you can use this tool to increase the productivity. You
can use it within your team yourself.
You don't have to go and make a software to sell. But imagine if you are 10 times
to sell. But imagine if you are 10 times faster, you can attend more clients. You
can get hired with better and higher paying client. So it's not about just
paying client. So it's not about just making a software and sell it, but you can use all these tools in order for yourself to be more efficient. There's
also one more thing. So talking about the fact that not having a coding experience is actually helpful, I kind of find the idea fascinating.
What he's saying is that coders will be so involved with the detail of the code that they may underestimate the user friendliness and the user
interface. They may very well be
interface. They may very well be ignorant towards the marketing aspect of it. And we know more than anybody else
it. And we know more than anybody else that whenever you make a product, the product is only 50%. Some may say even less. The rest is marketing. If no one
less. The rest is marketing. If no one buys your product, your product is worth nothing.
>> Yeah.
>> If the goal of the product was profit, if the goal of the product was art and self-expression, then it's fine. But in
this case, the goal of the product is to serve and cater an audience. And the
bigger the audience, the better.
>> But you know, the contradicting comments are that when someone doesn't have a coding background, they do not consider the security risk. of course
>> the security issues or the uh compatibility issues or like for example if 100 people come to your site the side will go down >> which I believe will be solved eventually with intelligence with
artificial intelligence I know what he's saying is not specifically just true in 2026 March what he's saying is that we're going to see more and more
non-coders code better applications than coders not because they are more skilled at coding they're clearly not But because they may come from a creative background with a marketing background
and have so much attention on the details of the look of it and the marketing of it and the user experience and when the artificial intelligence models are so innately powerful and
making the applications and having security layers added at that point then of course clearly the one with the marketing background will have a bigger
advantage. So I saw another funny
advantage. So I saw another funny comment. Yeah. Someone said this is like
comment. Yeah. Someone said this is like saying not having cooking experience is becoming an advantage. McDonald's.
So imagine because of course he owns a website that they will you can go and use AI to code. It's like Macdonald come saying not knowing how to cook is becoming an advantage. So then you will
go to Macdonald and buy. He definitely
does have a bias towards this topic mainly because he owns Replet and with Replet you can >> yes >> vibe code applications but he's not far
like super far from the truth.
>> I'm guaranteeing this. There are going to be non-coders who are going to make amazing applications. But you know which
amazing applications. But you know which team is actually going to ultimately win? A non-coder joining a coder and
win? A non-coder joining a coder and making an application. For me, if you're looking at the ultimate solution is when we team up together. Maybe we don't need 500 people anymore. You need a team of
five. No, five people.
five. No, five people.
>> One or two creatives, one or two coders using AI on both sides. The creatives
using the 3D asset generation tools to help them. The coders using codeex and
help them. The coders using codeex and cloud to help them. For me, these guys are going to be the ultimate winners. If
you know how to use all of the AI tools, you're clearly going to be better than the people who don't. That's what I think is going to be the real skill. But
I also do believe having fundamentals is helpful. So this is where I'm going
helpful. So this is where I'm going against what he said. I do believe if someone has the fundamentals in coding and is willing to also learn fundamentals in marketing, fundamentals in a creative way, then you're the
winner. And there are people like that.
winner. And there are people like that.
This is the thing that I believe we have at bad decisions. I'm never afraid to learn something new. If you ask me to go and learn coding because that's what I need to do next, I will freaking do it.
For me, I believe the superior man or woman is the person who's going to be be like, "You know what? Right now, if AI can take a huge chunk of my coding task, and I know a little bit of coding, now
I'm going to go learn a little bit more about what makes a great ad for my software so I can sell it to more people." You need to learn every aspect
people." You need to learn every aspect of the business if you want to be the best at it. One reason why Elon Musk is Elon Musk is because he knows almost every aspect of his businesses. Y he's
deeply involved in the engineering and in the creative side, the marketing side and so on and so forth, which allows him to be super knowledgeable about
everything that he works on. That's my
life motto. I want to be able to learn as
motto. I want to be able to learn as much as possible. Just because I have AI on my side doesn't mean I'm going to stop learning.
>> It's okay. I will copy your brain and then I'll use whatever you have learned.
>> Control V. I'm not gonna give you the copyright. There's gonna be a copyright
copyright. There's gonna be a copyright on my freaking brain and you are not gonna be able to take it.
>> Although you're my brother. You probably
will. You probably will.
>> All right, Faros, we covered all the topics. It was a heavy today.
topics. It was a heavy today.
>> Yeah, it was. It was. And I'm very excited every time we talk about a new technology.
The reason why I love this show is because we've been seeing all of these moments online, but we never had the platform to speak about them and now we do and we get to hear your thoughts and
this is why I love it. So, I do want to say thank you once again to every single one of you guys who've come in and joined us because without you, the show wouldn't be possible. Farad,
>> if you're watching it from YouTube, Spotify, and X, what I wanted to say about this? Wait.
Oh my god, my brain froze again. That's
why we need super intelligence for Fat Hut. Like I said, we need to study his
Hut. Like I said, we need to study his brain, find out what's wrong with it, and make it better. I'm going to end.
>> I just want to say, okay. Yes. I want
I'm gonna say if you haven't already, make sure you guys follow and subscribe because we come back to you every Monday, every Wednesday, and every Friday. You're the best. Thank you and
Friday. You're the best. Thank you and ciao.
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