Technology
935: Global Issues Accelerated by AI (with Solutions), feat. Stephanie Hare
In this episode of the Super Data Science podcast, Dr. Stephanie Hare discusses the urgent global issues accelerated by AI and the ethical responsibilities of those creating AI technologies. She empha...
935: Global Issues Accelerated by AI (with Solutions), feat. Stephanie Hare
Technology •
0:00 / 0:00
Interactive Transcript
spk_0
All around the world, doctors take the Hippocratic oath to promise that they will do no harm to humans.
spk_0
Should those of us building AI products take a similar type of oath?
spk_0
Welcome to this Super Data Science podcast. I'm your host, John Krona.
spk_0
Most fortunate to be joined today by Dr. Stephanie Hare, a well-known broadcaster,
spk_0
television host, researcher, and author of the award-winning book, Technology Is Not Neutral.
spk_0
In today's high-level episode, Dr. Hare addresses critical global issues, including AI ethics,
spk_0
and the most important problems we should be solving with AI. This is one not to miss. Enjoy.
spk_0
This episode of Super Data Science is made possible by Anthropic, Dell, Intel, Fabby, and Garobi.
spk_0
Stephanie, welcome to the Super Data Science podcast. It's a treat to have you on the show.
spk_0
How are you doing? Thank you for inviting me on the show. I'm happy to be here.
spk_0
Now, I'm sure people can already guess by your accent that you're based in London.
spk_0
So, thanks totally obvious. Yes, I am from the Midwest of the United States originally,
spk_0
just outside Chicago, but I now live in beautiful sunny London.
spk_0
Now, I understand. I wasn't there much this summer, but I understand that it was actually a pretty
spk_0
nice summer. We had four heat waves. The climate change is, you know, things that are around
spk_0
about 3.8. We will actually get to climate change later in the episode, but to kick things off,
spk_0
you are a researcher, broadcaster, and author with experience as an IT strategist at Accenture
spk_0
Palantir and Oxford Analytica. You co-present a wonderful BBC television program called AI
spk_0
Decoded and you published in tons of the biggest publications in the world, Washington Post,
spk_0
HBR, Wired, the Guardian, and you also have a book. So it came out in 2022 and the financial times
spk_0
put it as one of their best technology books in 2022. It's called Technology Is Not Neutral,
spk_0
a short guide to technology ethics. And so I thought this could be a nice place to start.
spk_0
In a nutshell, Stephanie, what is technology ethics? Technology ethics is a book that I started
spk_0
to write before the pandemic and then wrote mainly during the pandemic. And I wanted to write it
spk_0
for a number of reasons. One was that I had just finished my career. I hope working for big companies,
spk_0
working for other people. And I had started to go independent. So I was sort of newly independent.
spk_0
But I had a lot of thoughts from the time from when I was somebody's employee and was very,
spk_0
very lucky to work with some of the best clients in the world and fabulous, fabulous technical people,
spk_0
software engineers, product developers, strategists, and the like. And I thought
spk_0
I would like to capture the learnings that I've been really lucky to have in my career in one place
spk_0
so that I can pass this on because I wished a book like this had existed when I started out.
spk_0
I felt like I made a lot of mistakes in my career. Partly is a learning journey, but some of
spk_0
the big ethical faux pas. Yeah, I mean, there was just no training. There was no ethical training,
spk_0
like back in the Jurassic age when I graduated from university and started working in technology.
spk_0
So my first tech job was in 2000. Many of the listeners to this wonderful cutting edge show,
spk_0
of course, not have even been born then, but that's when I started just at the end of the .com boom.
spk_0
And we were, you know, we were sort of given like two weeks of training and Accenture,
spk_0
which by the way was great, it's better than nothing, but to get in and start messing around with
spk_0
data and building things. And there was zero discussion, none of ethics at all. And you know,
spk_0
there's no discussion, obviously, of AI. That was not a thing back then. But responsible technology,
spk_0
data protection, even cybersecurity. Are we building a system that's secure? What happens if
spk_0
one of the partners in a supply chain goes down where what happens to the data? Nothing, nothing.
spk_0
And so yes, there was a lot of on the job learning. And I just thought if I could capture that
spk_0
and put it out there, A, I've get it out of my brain because it was taking up a lot of space.
spk_0
And B, maybe it would be useful, but I also thought no one would read it. It was, it was just a
spk_0
an exercise that I wanted to try to do. I hoped someone would read it, but I was kind of convinced
spk_0
no one would. And I think that's what's weird is that I was very lucky to publish it in February
spk_0
of 2022 because the world was still largely in lockdown. I think people were very desperate for
spk_0
something to read. So it got read. And it's been used to teach people, which was obviously like the
spk_0
nerd dream in the sense of if this was useful and other people could learn from it and teach it and
spk_0
use it as a starting point. That's wonderful. It's also now like a historical artifact because it
spk_0
came out before generative AI became widely popular. So there's all sorts of stuff that's missing.
spk_0
And my publisher and I have discussed a lot, you know, is it time to write either like an introductory
spk_0
chapter that sort of talks about what's changed. I think it's too soon. I want to wait a little bit
spk_0
longer. We can talk about that if you like, about in terms of what what I'm already flagging.
spk_0
If there were to be like volume two or even just another chapter, there's a lot that's missing.
spk_0
You know, AI is not treated. Obviously generative AI is not treated at all. AI is treated
spk_0
personally. Nothing about environments, sustainability climate, which I know will discuss.
spk_0
Here in the UK, we're now talking about bringing in digital ID for everybody. And that's like a big
spk_0
topic of chapter three in the book. So to see that and be like, oh, no, we might have to update that.
spk_0
That's a thing. And the book starts, of course, with the cancellation, if you will, of the then
spk_0
president's Donald J. Trump Trump administration 1.0. He gets punted off of Twitter because he was
spk_0
inciting the insurrection and storming of the Capitol and attempts to decertify a democratic election.
spk_0
And people were murdered or killed in the process. So the then CEO of Twitter, Jack Dorsey,
spk_0
then Twitter, the then CEO, the then Twitter, and the then president. There was an ethical decision.
spk_0
And that's how I start the book. And of course, now we're seeing so-called cancel culture have a
spk_0
new twist under Trump 2.0. It's other people. It's liberals getting canceled, not MAGA people.
spk_0
You know, the boot is literally on the other foot. And this question that Jack Dorsey raised was,
spk_0
is this the right decision to kick somebody off of his platform, particularly in that case,
spk_0
it was someone who was an elected official, is still salient, but is being now posed in a really
spk_0
different way. So some of the questions still hold, which is a good sign. And then there's the
spk_0
stuff where I'm like, I can't believe I didn't look at anything to do with climate. But in my defense,
spk_0
I wrote a book like locked in my flat for two years, while we had much more pressing concerns.
spk_0
And so I was writing about pandemic health tech, which is obviously not particularly interesting
spk_0
to people now in 2025. We've all moved on and no one wants to open the pandemic box,
spk_0
fair enough. So I hope it will be useful, but time will tell maybe, you know, maybe it won't,
spk_0
who knows. Well, I mean, writing another edition is a good solution to that. I'm sure there's
spk_0
lots of things that are a lot of topics in technology ethics. And I mean that with lower case
spk_0
letters, not in the field of technology ethics, I think there must be a lot of principles that will
spk_0
last the test of time and that don't depend on some specific technology arising or not. Although,
spk_0
you know, some technologies like Genai, like climate technologies, the kind of social media trends that
spk_0
you outlined, no doubt, you know, being able to discuss these technology ethics, the general
spk_0
technology ethics in, you know, in that kind of relevant new context would be something that
spk_0
would be valuable to readers. But I actually, and so when I asked the question, the very first
spk_0
question that I asked you, the outset of this episode was in a nutshell, what is technology ethics?
spk_0
And I said that right after saying the title of your book. So it makes perfect sense that you
spk_0
explained what your book is, what you couldn't see is that I had the question written out in lower
spk_0
case, lower case to you lower case, you know, what is technology ethics? Can you define that?
spk_0
Well, the way that I defined it was on a note card, which I had stuck on my desk in front of me
spk_0
for several years, which was how do we maximize the benefits and minimize the harms of anything
spk_0
that we are investing in, building or using that could be described as a technology or a tool.
spk_0
And I went quite broad with my definition of technology. I don't want people just being
spk_0
like in church and PT. Technology is also a process. It's like, how do I automate? How do I
spk_0
manufacture? There's an incredible literature and history around what we mean by technology.
spk_0
And I wanted it to be broad like that so that people, a lot of people, again, this is a
spk_0
reflection of when I sort of came up in my training and career. But for a long time, IT, the IT
spk_0
department was like this sort of separate section in businesses and kind of even in the economy
spk_0
and kind of in life. And it was often, you know, sort of nerd. It was usually a guy. And
spk_0
if you were really going for business or coming up with an idea, you weren't necessarily in
spk_0
dialogue with those people or thinking about it, which I'm not saying is right, by the way,
spk_0
I actually think it was a disaster. But what I mean by this is by taking the broadest
spk_0
to definition of technology and actually shows the human technology relationship is part of what
spk_0
defines us as being human. We make tools. We've always been making tools. And if you ever get
spk_0
access to a baby, you will see really quickly from a very early age, how quickly little babies even
spk_0
are like weirdly hardwired. It's like we come out fashioning things, using things to do things. We're
spk_0
primed for that. And even other animals have tools and processes. So I was I took it. And again,
spk_0
this is a reflection of being locked in your house for two years under government orders while
spk_0
everybody's sick and dying around you. I do think that affected my thinking. But I was like,
spk_0
since I've got the time and we don't know when this is going to end, I'm going to take this right
spk_0
back. So my historical purview and the thinking of what I mean by what is technology ethics is big,
spk_0
divide it up. What is technology? We've just broken that down. Then we have to go into what is ethics,
spk_0
which is really fun. If you've never studied philosophy, which many people around the world don't
spk_0
get that as part of their educational curriculum, I did not either. We actually have that prepared
spk_0
as the very next question to ask you about the kitchen, which part? But actually, John Crone.
spk_0
Well, you've previously observed that the Anglo-Saxon world offers little training in philosophy
spk_0
compared to countries like France, leaving many without the intellectual tools for ethical debate.
spk_0
Yeah. So how can all these US tech organizations have a technology ethics initiative when
spk_0
their entire workforce, I bet you, has never been trained in terms of formal education,
spk_0
taken in class, etc. It's just bizarre to me. I was very lucky in that my own educational path
spk_0
is weird. So I grew up in the US and I did all my education in the US until the age of 22.
spk_0
And then I moved over to Europe. Because I did my first degree in French, I had to go to France.
spk_0
It's very difficult. I live in Paris and the amazing food for a year. But part of that was I was
spk_0
exposed to the French educational curriculum and I was very quickly informed by my French colleagues
spk_0
at the time that they all had to take a ton of philosophy in their high school. And they actually
spk_0
have to all do it no matter what your university degree is going to be. You have to pass a philosophy
spk_0
module just to graduate high school. And it's then like part of getting into university. So I
spk_0
loved that. It was like this is not something that we're just asking some arts and humanities
spk_0
graduates to do everyone does it. And they consider it really important. And it's part of being
spk_0
it's part of being French. Has two and some other cultures as well of course. But I just because
spk_0
that was the one that I accessed at a young age, I think it made an impression on me. And it made
spk_0
me think how do we, if we're going to talk about technology ethics, we have to situate ethics
spk_0
within the philosophical tradition. And so that I was like how do I explain that easily. And I had a
spk_0
Swiss army knife on my desk. I sort of fiddle with when I was procrastinating. And I was like
spk_0
the knife, the Swiss army knife as itself is philosophy. And when I open it up into its six
spk_0
component parts, I get the tweezers, the corkscrew, the whatever. These could be the six main branches
spk_0
of philosophy. And ethics is one of them. We'll call it the corkscrew. How do these all interact?
spk_0
And so if ethics isn't working for me to get through a problem, can I bring to bear the other
spk_0
the other five? And I don't want to just think about like Greek and Roman traditions of philosophy
spk_0
or French philosophy. I've got to go global because technology is for all humans. How would someone from
spk_0
China with a philosophical tradition in China approach this problem? How would a Russian approach it?
spk_0
How would someone from anywhere, Africa, Peru? Right? So that you can imagine. And again,
spk_0
you could do this until the end of time. I mean, you could go so deep with this. I wanted to also
spk_0
pull it back and be like, just keep it real. This book needs to be a short guide to technology ethics.
spk_0
I want people to read it. And it can't be something that a CEO or a or a software developer, a
spk_0
product manager is going to go, Jesus Christ, she's going down some boring academic path. I need this
spk_0
to do my job. So I had to keep it super real, really actionable insights. But to be like,
spk_0
FYI, if you get stuck, here's another way to approach it. Here's how these people have done it in
spk_0
time with these case studies, with these examples. So it was this constant like toggling. It was like playing
spk_0
with a Rubik's cube or something. In data science, the right hardware is essential for performance.
spk_0
This episode of super data science is sponsored by Dell Technologies and Intel.
spk_0
Dell's latest AI PCs and workstations powered by Intel Core Ultra processors feature dedicated AI
spk_0
acceleration on the chip. This delivers faster infencing, smoother multitasking, and longer
spk_0
battery life, even with demanding local models. Your hardware won't hold you back whether you're
spk_0
prototyping in PyTorch or pushing production workloads. See how Dell AI PCs with Intel Core Ultra
spk_0
fit your workflow at Dell.com slash shop PCs. That's Dell.com slash SHOP PCS. Dell and Intel,
spk_0
designed for how data scientists really work. So on the note of developing your book and coming up
spk_0
with these ideas of how technology ethics are treated, not just in the West, but all around the
spk_0
world. Something that you've brought up a number of times is the idea of whether we should have
spk_0
something like the Hippocratic Oath that they have in medicine for technology.
spk_0
So it doesn't seem like that's, I don't know. It doesn't seem like it's probably a practical
spk_0
thing that we're going to have like an international technology Hippocratic Oath come about. It's a
spk_0
nice idea. But so maybe instead of a symbolic Oath, are there practical non-negotiable checkpoints
spk_0
that maybe should be embedded into tech product development life cycles or, you know, yeah,
spk_0
there's some kind of tool set like a Swiss Army knife that technologists could work with
spk_0
that maybe is enforced in some way and isn't considered to be a luxury.
spk_0
I think that you've hit on the rub of it, which is the enforcement question. The reason I liked
spk_0
the Hippocratic Oath, by the way, is not because it's like a mandatory thing, like not even all medical
spk_0
medical schools are on the world require that now and it hasn't always been required for doctors
spk_0
and it was actually recreated or rebooted, if you will, after the Second World War because, of course,
spk_0
as we all know, the Nuremberg trials after the Second World War, there was a special doctor's trial
spk_0
because doctors were actually very instrumental in the Nazi regime's murder of many citizens
spk_0
of several European countries and they had a special trial for that. And so that led to a sort of
spk_0
reckoning and a crisis within the medical community after the war, which was like how is it
spk_0
that a bunch of people who are supposedly trained to help keep people alive and indeed healthy and
spk_0
thriving, how on earth were they among the first instruments of murder in a tyrannical regime.
spk_0
And I was really fascinated by that because my second area of study was history and specifically
spk_0
World War II history, so I was like, Jesus, and they revisited the training of doctors because of
spk_0
what happened in World War II. That reboot came as a response to and acknowledged
spk_0
universally discussed around the world problem of horror. And I was fascinated by that because of the
spk_0
way that we think about trust, doctors tend to be quite trusted, you know, put a stethoscope and a
spk_0
white coat on them and you're like, oh, you'll do what they say. It's very difficult for a lot of
spk_0
people to push back against a doctor, they have more training than us, etc. And often when you
spk_0
approach a doctor, it's because you're on well, you're injured, you're sick, or your family member
spk_0
is, so you need to know you can trust them. So I was thinking about those sorts of concepts,
spk_0
you know, the historical reality of trusted, intelligent people betraying that trust in the worst
spk_0
possible way that they possibly could. How do you then come back from that? How do you restore
spk_0
trust to a profession? Why do some medical schools do something like a Hippocratic Oath and some
spk_0
don't? The fact by the way that the original Hippocratic Oath versus what said today's
spk_0
largely rewritten. So what was they don't do in Greek? A lot of them have rewritten it and I kind of
spk_0
like that. It's basically just, you know, the first one is your first do-no harm, which I think
spk_0
is totally appropriate for technologists to embrace as well. And then second, which is the
spk_0
mission statement in my book is like, how do I maximize the benefits and minimize the harm,
spk_0
such as I personally think is a bit more realistic for utilitarian way of thinking about it,
spk_0
which is there's going to be some harm. Maybe you cannot make the omelets without breaking some eggs.
spk_0
So fine, choose it. Choose it mindfully, build it in, have a discussion, it could be democratic,
spk_0
you know, we should all be thinking about this, that implies that people have to be around the table,
spk_0
there's knowledge, there's consent, blah, blah, blah, all this stuff. So that was the only reason I was
spk_0
thinking about it. And the reason I liked it for the medical establishment and thought it might be
spk_0
useful for technologists is precisely because it isn't enforceable. It's not about getting a
spk_0
driver's license, like you are not allowed to drive your car unless you have a driver's license
spk_0
and insurance. And if you don't have those things, you could get arrested, sued, et cetera.
spk_0
This is more like a, this is part of joining this community. It's an ethos. And it's a sign I would hope
spk_0
in the best engineering schools, the best business schools, et cetera, that we teach ethics.
spk_0
And indeed, that is actually true in lots of professions. So lawyers have this,
spk_0
they count and have this, civil servants have it. You know, here in the UK, the civil service ethics
spk_0
code is really serious. I have several friends who are civil servants here and I really admire them.
spk_0
Their sense of commitment, something larger than themselves, is part of their professional training.
spk_0
So I think it would be lovely. This is just my own take on it. For technologists to have that
spk_0
in their formation and for them to think about it a lot. You know, if we treated our
spk_0
careers as a vocation, you know, why do you get out of bed in the morning? What are you building?
spk_0
That would be something that I think could help not just with how we design and live and create,
spk_0
but also for our relationship with everybody else, you know, the users of our products, our customers,
spk_0
but we're also our family, our friends, et cetera. So it's just an articulation of the valley
spk_0
statement, but I don't think we need to add more regulation to it in the sense of, you know,
spk_0
you can't code unless you've done this thing or you can't create something unless you've got to,
spk_0
the world does not need that. But you know, nothing, you don't have to be regulated to do the
spk_0
right thing. You could just decide to, you know, not be an asshole.
spk_0
Yeah, it's kind of this idea, even when you said, you know, the first line, I guess, of a typical
spk_0
hypochratico of the first, you know, harm, it's interesting how with technology, often the primary
spk_0
incentive is first make a profit. That's like our first generate ARR.
spk_0
Well, is it though? Like, I would say that's for like companies. That's for a lot of people
spk_0
sure, but like a lot of people are out just tinkering, right? Or like necessities, the mother of
spk_0
all invention, you know, the person who invented the washing machine, you know, we're, we're, what?
spk_0
I'm just looking around and say, you know, I'm like, everything in my house, something.
spk_0
Toilet.
spk_0
And you know, tool, yeah, you're usually doing it to solve a problem, right? Where you're like,
spk_0
God damn, I cannot take this anymore. I want scissors for left-handed people.
spk_0
Instead, you know, I know the world is mainly right-handed, but there's a whole crew people
spk_0
who are not being served and they can't scissor things without hurting their hands.
spk_0
I shall invent it, right? I think it's often, hopefully, coming from that.
spk_0
Yes, there are people who always start with the profit, motive first, give for them.
spk_0
But I think a lot of, a lot of innovators are more, they're problem solvers.
spk_0
And then they're like, oh man, if I did this, I can make bank, you know, why not?
spk_0
You know, there's nothing wrong with that.
spk_0
But I think the best staff comes from solving problems.
spk_0
It makes a lot of sense. A related topic that you've talked about before
spk_0
is this idea of tools like forks versus meals, use cases. And that seems to kind of be something
spk_0
that we can, it seems like a direction we can go in from the conversation that we've just been
spk_0
having where, you know, what kinds of situations in technology
spk_0
mean that we should be regulating the fork, the tool that we're using as opposed to the use case,
spk_0
the meal. Yes. This was again, I workshopped the book so much when I was writing it.
spk_0
There's a whole group of long-suffering family and friends and colleagues who were like,
spk_0
I think, dreading calls by the end. That's like, would you like to be regulated in this way or
spk_0
that? They were like, could you just not call? I really thought about this though a lot because
spk_0
of this whole thing that regulation can stifle innovation. We hear this a lot, particularly in
spk_0
the United States where regulation is often a 30-word. And yet, and again, sorry to keep going
spk_0
back to healthcare, but I just think about it mainly in terms of trust. Do you want to get into
spk_0
an airplane that does not meet certain standards or safety, for instance? Do you want to put your
spk_0
baby into a baby carrier into a car that does not meet health and safety standards? Like,
spk_0
absolutely not. Of course, you do not. Do you want to have a doctor perform on you who's not
spk_0
completely using drugs that have been tested, tools that have been tested? The doctor has to be
spk_0
board certified, right? All this stuff. We regulate all the time and nobody's saying that's the
spk_0
kindred innovation on the contrary. The regulation is like a standard guarantee and it's an accountability
spk_0
mechanism for failing to meet that standard fabulous. So I thought about that a lot where I was like
spk_0
forks, which everyone at least knows what they are. It doesn't, if they don't use them around the
spk_0
world, at least note they are. And we can make a similar argument I'm sure for chopsticks too.
spk_0
I just wanted something like you're using it every day and you're using it multiple times a day.
spk_0
That's a tool. Fine. Do I need to regulate that or do I want to regulate ways that I could use
spk_0
this fork? So I started just, you know, it's that classic thing when you get hired by somebody like,
spk_0
you know, it could be 32 ways that you could use a brick. I was like, it could be 32 ways and I could
spk_0
use this fork. You could use the fork for eating, but I could also like literally stand right next
spk_0
to you and like stab your hand or your eye or something or, you know, go for the jugular and murder you.
spk_0
So two totally like valid use cases, one of which we definitely want regulated. You should not murder
spk_0
anyone or indeed cause bodily harm. A fork being one of the ways you could do that. So that's
spk_0
what I want to regulate. Like note killing, no stabbing, none of the harming. We don't have to regulate
spk_0
forks. Forks are free of regulation in this particular weird use case that I'm coming up with here
spk_0
because I want you to come up with all the ways you could use a fork. In the UK at least knives
spk_0
are regulated though. That's interesting. I mean, that's a nice problem here. I know I think about
spk_0
that a lot too. And I think that's also, I think that's probably why in the US guns are so
spk_0
are so lightly regulated because so many people use them to eat. Wow. I can't talk about this
spk_0
often in men men. I plead the fifth. I'll say the fifth.
spk_0
I have an inside American joke. Yes. First amendment versus the fifth. Always so tricky when talking
spk_0
the second. Yeah, I just look, we all want to innovate, but we also want to be safe. And we
spk_0
just kind of want like a hopefully non violent, non killing life if we can. So what I was trying
spk_0
to come up with was ways to get people thinking about it because again, if you go down a technical
spk_0
route, people get psyched out when talking about regulation. The lawyers get involved. It's very
spk_0
messy for everyone. But if you take it back to like, how would you discuss this with kids? Because
spk_0
we're all kids on the inside. For me, it was forks. I'm like, this I could do this with it. I could
spk_0
do that with it. One of them we want to regulate. One of them we don't. And I want you to do all the
spk_0
other things you want to do with the fork as long as you are not doing these things. And those things
spk_0
should probably actually be quite minimal, you know, like the 10 commandments easy to remember
spk_0
and follow for a reason. So we probably want to regulate as lightly as possible. But when we
spk_0
regulate, we want it to be very clear. Everybody understands it. And easy to enforce. It's very
spk_0
clear if I'm stabbing you or not. Right? Like this should not be ambiguous. Hopefully. Hopefully.
spk_0
Yeah. So moving on from these kinds of general technology ethics ideas to now things
spk_0
that are newer than covered in your books. So talking about Gen AI a bit, for example,
spk_0
long before the rise of Gen AI as a society, we've grappled with the commercial transformation
spk_0
of our physical places and those that we visit as tourists or as civilians in a city into uniform,
spk_0
inauthentic and even low quality but efficient experiences like fast food. And sociologists have
spk_0
called this things like disneyfication or McDonald'sization. And we go from, you know, having
spk_0
you know, these diverse town centers to kind of strip balls. And with the advent of the internet,
spk_0
our digital spaces went from the kind of serendipitous chaos but unapologetically honest spaces
spk_0
of the early internet like geocities and my space to today's ad infested low attention span
spk_0
bakedness of social media, even news media. And so there's a Canadian writer named Cory Doctoro
spk_0
or Doctor Of, depending on how along that person's family has been in Canada, I guess.
spk_0
And the word that he uses, I actually can't say on this show because if I, well, I can,
spk_0
I guess I can swear but we have to bleep it out. It's a clean show. So I'll call it
spk_0
and poopification but instead of poop, he used a word that rhymes with hit.
spk_0
And I think you are familiar with that term because your head was nodding as I started to mention
spk_0
Cory Doctoro of. And so now in the age of Gen.A.I. that was a very long intro to my question.
spk_0
Now in the age of Gen.A.I, it's estimated in few short years the line share of internet content
spk_0
will be AI slop low quality AI generated content. Last week at the time of us recording,
spk_0
the Harvard Business Review I think did a big really popular story on AI slop even in enterprises
spk_0
where like so many of the emails and presentations that people are now being forced to go through
spk_0
are machine generated and nobody even proofread it or it's not even necessarily aligned with a
spk_0
human in the organization's views but it's wasting tons of time internally. So with that now in our
spk_0
midst, how can we, I don't know if you have any ideas, well, you probably have lots of thoughts on
spk_0
everything and I've said so I should give you the opportunity to just say that. But then how can we
spk_0
break this pattern and preserve diverse authentic thoughtful conversations and experiences in the
spk_0
future? We're to even start. I sometimes think we have to go back to a very basic question of what
spk_0
is the internet for. I loved your harkening back to the Helsing days. I wonder if it was though,
spk_0
my understanding is that the internet is largely a vehicle for pornography. So like is the internet
spk_0
so useful as all of that? And no judgment on that. I'm just here to relay the message.
spk_0
So there's that. Then there's what everybody's doing. I don't know. The analysis, as you were saying
spk_0
this, I was thinking about how I used to be a power user of Twitter before it was acquired by Mr.
spk_0
Elon Musk. And I sometimes felt bad about this. I needed it for my job. It was actually very useful
spk_0
for a very long time. And then there was a period where I think it was less useful and quite
spk_0
addictive for me. And then you know, I must've bought it and it really became less useful. But I
spk_0
stayed on it. It's sort of like a smoker analogy. I was just using it.
spk_0
Wouldn't it be nice to be able to 10X your efficiency on data work now you can with Fabby,
spk_0
the AI native analytics platform designed to do just that. Fabby's AI models generate 90 to 95%
spk_0
of the code for you from SQL queries to Python visualizations, turning days of work into minutes.
spk_0
You retain full control over what data the AI can access. And conveniently, every action is reversible.
spk_0
You can rewind to any point if the AI takes a wrong turn. This is impactful. One Fabby client
spk_0
achieved up to 50 times faster cycle time for exploratory data analysis, while another reduced the
spk_0
time to finding business intelligence insights by 94%. Wow. Head to Fabby.ai to try Fabby for free,
spk_0
so you can spend less time building and more time driving real business decisions. That's Fabby.ai.
spk_0
Yes, we have this. This came up in our research, not only the smoky analogy, but you've in the past,
spk_0
you've likened Twitter to an old-fashioned smoking lounge in a Frankfurt airport, expensive,
spk_0
dangerous, and stinky. That's a quote. Jesus, where did I say that publicly? I'm just
spk_0
thinking, I'll stand by that statement, by the way. I do. Yeah, because everyone's just shouting and
spk_0
screaming at each other, and there is so much crap, and it's even worse now. So I was actually very
spk_0
grateful to Mr. Muscatnian because I've been wanting to kick my Twitter habit for a while, or my
spk_0
X habit for a while, and he made it so useless for me. That it was very easy to delete my account. I
spk_0
was like, do you know what? I actually don't need this anymore. Thank you. This used to be really
spk_0
important to me. And I'm not a smoker, but I have friends in my life who are. And they've said that
spk_0
smoking was very difficult for them to quit. Sometimes it has a use for them when they're stressed,
spk_0
or they're just out in a bar or a club, and they just really want to have a cigarette, and it's
spk_0
hard for them. And I sympathize. And I felt that way a little bit of social media, which we know is
spk_0
this engineer-tube-beak you addicted. And I'm just saying, I sometimes think, we know that social
spk_0
media is bad for you. We know that being online is probably really bad for you and for democracy,
spk_0
et cetera. And I sometimes wonder, maybe the only way to get everybody offline is for the internet.
spk_0
Just let it burn itself down if it comes really bad. And then we'll all just be like, do you know
spk_0
what's going to be more useful? Like in that world where it's all, you know, burning, and it's, you know,
spk_0
goes to a demo room time, is going back to books and the library and in-person meetings and seminars
spk_0
and education and like the things that we used to do before this whole thing started. Like some of
spk_0
us are old enough to remember what this world looked like. It was not so bad in some ways. So I don't
spk_0
know. I mean, you're catching me on a sort of touchy night, clearly. But I'm just saying, I'm not
spk_0
convinced that the internet has always been so amazing. It has been for obviously wonderful things.
spk_0
We're talking digitally across the internet's fabulous. But let's not fool ourselves. There's
spk_0
always been a bunch of stuff that's really awful. The dark web is a complete cesspool. And it's
spk_0
also never been equal for everybody. Like some people have been having great experiences online.
spk_0
And some people have been having terrible experiences online the entire time. It's just that now all
spk_0
of us are. And AI has like at least democratized, democratized what Mr. Dr. Rowe has termed his
spk_0
and deep effication. Spot on. So the question is if the internet's good to move on to solutions,
spk_0
what do we want to do? What worked for us and what didn't? So there's like Tim Berners-Lee,
spk_0
Sir Tim Berners-Lee has a new book out where he's talking about what he why he built the world
spk_0
wide web as he did, why he made it like a public resource. He was not somebody who was building
spk_0
for profit first, right? He had a different motive and thank goodness for him and his crew. He's got
spk_0
a whole other plan. I'm sure other people will only get involved if they find there's a way to make
spk_0
money from that. So there's that. It's an opportunity for us to completely rethink what we want
spk_0
from the internet. If we make this version really bad, but it has been really bad for a long time.
spk_0
It looks like that book is called This Is For Everyone. Is that the book that you're talking about?
spk_0
Yeah. The unfinished story of the world wide web. Yeah, and I think he's, you know, he's an
spk_0
absolutely visionary. And he's thinking about technology in a really different way than what we've
spk_0
been discussing so far, like a driven by the profit motive. And maybe there's somebody out there
spk_0
who's got more cash who wants to help back something like that. I am worried though, like based
spk_0
on human history, we'll probably have to completely destroy the internet for people to then be
spk_0
willing to do this. Because right now it still serves quite a lot of people. And first of all,
spk_0
we all can shop online and do the stuff we want to do. But second, it's very useful for businesses
spk_0
and governments and people who want to inflame emotions and all that stuff, you know. I wonder if there's
spk_0
kinds of things that people could be doing as individuals. Like as individual listeners,
spk_0
I wonder if there's things that they can be doing to make their internet experience better. So for
spk_0
example, something that I've been doing for a long time that has vastly improved my experience
spk_0
of the internet is using an ad blocker, which is free. And just there in your browser and it
spk_0
stops a lot of ads. And there's things like if I go on, I only go on Instagram in a desktop web
spk_0
browser because they only serve ads in the phone version of Instagram because they have,
spk_0
yeah, they have so few users of Instagram on desktop that they're just, they don't cater to that
spk_0
for advertisers at all. That's a useful tip. Yeah, even the like the the Instagram shorts,
spk_0
what do they call it? I didn't want to know. It's stories. Stories. Yes, stories.
spk_0
The reals. Exactly. Stories. Yeah, the reals are just all videos, I guess, that are in the timeline.
spk_0
Anyway, but yeah, so you know, those are those are kind of helpful. Something else that I have
spk_0
personally really enjoyed as something that's been useful to me in terms of not getting stuck in the
spk_0
in this news cycle, this kind of fear based news cycle that it seems like a lot of news reporting
spk_0
is based on. I think it might be a bit different in the UK, especially without outlets like the BBC
spk_0
and all of those ethical codes that the civil servants working at the BBC have gone through that
spk_0
you talked about earlier in the episode. It does seem like, you know, you're getting a lot more
spk_0
information relative to kind of junk or just stuff that's designed to inflame, inflame your
spk_0
emotions. But in the US where I live today, a lot of, you know, the the news stations are
spk_0
actually like this podcast, they're ad supported. And so the objective is to keep people engaged
spk_0
as much as possible. We try on this podcast to do it with great informative conversations, but
spk_0
a lot of a lot of new shows have learned that the way to keep people engaged is through fear and
spk_0
emotions. And you know, that that seems to be good for their bottom line. So some so I'm working my
spk_0
way to a solution here is that one thing for me is that I subscribe to a physical subscription of
spk_0
the economist. And there's two ads in, you know, this physical economist magazine that I get.
spk_0
But I think because your, I don't know, you're a paying customer as opposed to just relying on ads,
spk_0
you're getting, I think you're getting deeper coverage, more thoughts on things. And
spk_0
well, actually, we're talking about how to make the internet better. And I'm saying, by not,
spk_0
by getting a physical coffee. So I don't know. But anyway, maybe, maybe me giving those
spk_0
couple of examples gives some ideas for ideas that you might have for listeners on what they can do
spk_0
to make their experience on the internet better. Oh, man, I'm super nervous about recommending
spk_0
anybody doing anything because I don't, I don't particularly feel I have an example of a life to
spk_0
follow. What I would just say for myself or what is worth I'm putting it out is I try to really
spk_0
be intentional when, you know, when I'm on it's because I'm researching usually and on my research
spk_0
tests and interests are super eclectic solving looking all sorts of stuff. And I often used to use
spk_0
social media as like a bulletin board. So I would just be, you know, very rarely would you get my views
spk_0
on anything. I was more just sort of posting for myself articles, fit with then go back and look at
spk_0
or wanting to mark them. And that started for my time as a political risk analyst when I had to cover
spk_0
the entire European Union and the ECB and the European Commission. And then EU relations to the
spk_0
wider world, I needed a place to file all of that. And at that time Twitter was super useful back in
spk_0
2010. And I carried that on when I started doing technology work full time. Now, now I want my
spk_0
brain back. And that's been a very active and intentional process. So all of the apps are not on my
spk_0
phone anymore. I have to, if I want to go online to sort around, I have to do that on my phone. If I'm
spk_0
using Google, I will have to go to the website of a newspaper and I will read the newspaper. I don't
spk_0
want the social media curated experience anymore of that at all. And I'm trying to stay away from
spk_0
anything that makes me, which is difficult because I'm still a US citizen. And I'm living in the UK,
spk_0
where we're having some very interesting political conversations at the moment, but seeing things that
spk_0
are inflammatory, make you angry and upset. Sometimes that's an appropriate response to stuff, but
spk_0
as you know, as you've said, the outrage every day is just making certain brolic arcs really rich
spk_0
and making the rest of us really stressed and anxious and not working with our communities to
spk_0
solve problems. So I'm trying to just be away from that. And I spent a lot of time reading books
spk_0
and in libraries or in archives or out with people. I spend more time now with people, I would say,
spk_0
than I ever used to before. And that is a very deliberate correction. I travel a lot for my
spk_0
job. So when I say I'm like, just hanging out with people, I'm like, okay, with my friends, and I'm
spk_0
checking in, because that would be a bubble. So I spend a lot of time particularly going around
spk_0
France and Germany. That's been my focus for the past couple of years here in the UK. I go back to the
spk_0
US a lot. I've been flying to the Middle East a lot of conversations there. You know, have have
spk_0
good research opportunity. Will travel. I want to be on the ground because I would often see
spk_0
my mom would call it and be like, oh my god, where you are. It's so violent. I'm watching it on
spk_0
CNN. I'm literally here. I don't know where you are watching. The CNN is found the one place where
spk_0
somebody is set a garbage can on fire, but I am here and like everybody's chilling out. And so I felt
spk_0
a bit like president chump, I think, is feeling at the moment where he's like, is Portland in a civil
spk_0
war outrage scenario? Or am I watching something from 2020? Am I seeing reality? And it must be
spk_0
actually very hard for a president to give him the benefit of the doubt. He can't just go and like
spk_0
fly to Portland and check it out. He's relying on his people. I don't have that as a researcher.
spk_0
I'm going anywhere. And so I'm trying to do that much more. And it's time consuming. It's expensive.
spk_0
It means my research is slower, et cetera. But it means I'm really grounded now. And when I'm
spk_0
seeing and hearing, and I have other people on the ground as part of my network, they're telling me
spk_0
that I'm like, no, that's not what's happening here. Or yeah, you need to get over here and check this out.
spk_0
I like that answer a lot. It had lots of useful tips. I like how you started it with, I don't know
spk_0
if I'm going to have any tips, but then you ended up having tons in there. Are they tips? Like, is
spk_0
that actionable? Like, go travel around and like, just go see stuff. But, well, you need to go take a
spk_0
look around for yourself. Just, yeah. Coach, you don't go see it. I'm going to be in Chicago soon.
spk_0
I'm super interested to go and see what's happening there. Because as a former Chicago inn,
spk_0
albeit of a suburban nature, but still, Chicago is always in my life and in my heart. And I'm
spk_0
want to see, like, are there federal agents running around with masks pulling people off the
spk_0
streets? Because that's what I'm seeing on social media. But I will be able to go and see it for
spk_0
myself. And perhaps film it for myself very soon. And like, that as a citizen, I need to decide how
spk_0
upset I'm getting. We're not. And I need to know that what I'm seeing is what I am seeing. That's
spk_0
what I think is tricky now because of AI is we don't know if what we're seeing is real anymore.
spk_0
Welcome to the metaphysics part of the show. Yeah. The travel thing could be tricky for some people
spk_0
and for some listeners. But a lot of the other tips that you had, you know, like spending more time
spk_0
around people avoiding apps on their phone, you know, the social media apps on their phone or
spk_0
news apps on their phone going to library reading books. These are all things that everyone else can do.
spk_0
And so, you know, related topic, you previously said that the mature, this is a quote from you.
spk_0
The majority, having a fight with your partner, they're like, you said,
spk_0
did I watch you sign down on this statement? You said that the majority of people on this planet
spk_0
are not involved in cryptocurrency and they're not on Twitter. And yet, we're hearing such a huge
spk_0
disproportionate amount about cryptocurrency and, you know, whoever's on Twitter, providing their
spk_0
reviews. So as a broadcaster that communicates complex AI issues and real world priorities related
spk_0
to it, like climate change and the future of work, how do you counter sensationalist narratives,
spk_0
maybe in those personal conversations that you had, but also maybe on air?
spk_0
I mean, I've got a lot of very constructively critical friends who are not involved in tech at all
spk_0
who are like, you know, be like, oh my god, this is happening within video and they're like, so
spk_0
what? Like literally, I don't care. I'm like, okay, I'm gonna stop talking at the dinner party now.
spk_0
They don't care. And that's actually genuinely, and that's really helpful because I have to remember
spk_0
anything anyone working day in, day out in whatever field they're in. We happen to be in technology,
spk_0
but I'm sure that, you know, cardiologists have their own obsessive favorite topics too,
spk_0
that no one else is aware of that for cardiologists, a really big scandal or whatever.
spk_0
I don't know why I'm just picking cardiologists, but you know, it's also kind of funny right now,
spk_0
for a lot of cardiologists, it is probably Nvidia machine vision algorithms and things like that.
spk_0
No, I was just thinking like, what is inside baseball, you know, so it's like journalists love to talk
spk_0
about it. Also, what's the easy story to get? So the companies are pumping out PR, or it's just
spk_0
lots of money or never, but again, step out into the streets of your neighborhood and be like,
spk_0
hey, Nvidia is doing like five billion in Intel, 100 billion in OpenAI. What do you think about GPUs?
spk_0
And they're just like, I'm sorry, could you like literally just stop talking? And you're kind of like,
spk_0
ah, okay, if I walked down the street here in Hackney, is this relevant? And if you ask people,
spk_0
because then you can stop talking to like, you're right, please tell me, what would you like to know
spk_0
about technology, which is a thing that I do a lot with people? What would you like us to put on the
spk_0
program? What would you like me to research for you? What is an important problem that you'd like
spk_0
to see solved in this technology part of the solution or not? Because maybe it isn't.
spk_0
People are like, look, what subject should my kids be studying in school and potentially if they
spk_0
were to go into university or some sort of post age 18 educational environment or work environment?
spk_0
What do they need to do to get a job? Foulon, second, I'm already working, I'm the parent, or I'm
spk_0
28 or whatever. And now people are telling me I have to, you know, either use AI or be exited to
spk_0
quote Accenture, which is what these people have done to things to language you. Use AI or
spk_0
use your job. They're like, how do I do that? How do I re-skill? How do I stay around a vent?
spk_0
What should I be doing? Which I not be doing? If you're talking to companies, it's like,
spk_0
there's all this money going around with AI, but I need to know, you know, where do I invest my money?
spk_0
I don't have an endless amount of money to invest. So where is the best return on investment for my
spk_0
organization, my sector? What's everybody doing? What are the risks? Those things. That is where it gets
spk_0
helpful. And again, talking to doctors, how they're using AI versus talking to a designer,
spk_0
how they're using AI, where AI is such a broad term. These people have, you know, it's that whole
spk_0
thing where you stand depends upon where you stand. So depending on what you're doing in your life,
spk_0
you're going to have really different questions and concerns. So as a broadcast, you're in my job,
spk_0
which I'm sure I fill out daily, but I do try is to hold all of that. And remember that one
spk_0
I'm on the radio or if I'm on television or if I'm interviewing, I'm trying to ask questions that
spk_0
I feel like the audience would want me to ask if I'm lucky enough to have a guest or to have been
spk_0
invited into to report. What would, what would everybody be like, yes, yes, she's asked that question.
spk_0
Or oh, that's a really good question I hadn't thought about, but that's quite useful. And then they
spk_0
might be able to go in, you know, actionable insights, tell it to someone in their lives and it's
spk_0
helpful. Getting into some of the inside baseball stuff that can be really fun if you're having a
spk_0
wonky conversation is less useful for most people. And everybody has to decide where they are.
spk_0
There's a there's a role for inside baseball, absolutely. And I say this love baseball.
spk_0
The kind of work I'm trying to do is talking to the widest number of people around the world,
spk_0
sharing findings. And I ultimately would like this to be informative,
spk_0
actionable insights, possibly entertaining, but I'd rather it be more informative than entertaining.
spk_0
Genai and classic machine learning are great at solving a lot of problems, but they are not
spk_0
built for complex decision problems. Even a slew of agents can't deal with all the possibilities
spk_0
when there are trillions or trillions of trillions of possibilities. Mathematical optimization
spk_0
in contrast is the perfect complement to these skills for decision making at scale.
spk_0
To get you going, Garobi has hands-on online trainings made just for data scientists.
spk_0
The latest installment of optimization for data scientists called Opti 301 is just around the corner.
spk_0
To catch up on this series register for the upcoming training and to check out other resources
spk_0
like case studies optimization, head to garobi.com slash learn. That's g-u-r-o-b-i.com slash learn.
spk_0
I mean, I think you're accomplishing that in everything that I've seen that you've done.
spk_0
I know. Well, if I know as you get zero viewers for this or listeners for this, it's hard.
spk_0
Getting out of the way is also quite a good tip. I will often ask people if I'm interviewing them,
spk_0
what is a question that you would love or do you have any questions that you'd like for me to ask you?
spk_0
Because you can go in as an interviewer thinking, I've spotted up on this person, I've studied the
spk_0
area, I've got my questions. And you have no idea where that person is on that day
spk_0
or what they've been working on that they haven't gone public with yet, what's on their mind.
spk_0
And also how few people will ever actually just ask them. So if you ask them, then they're like,
spk_0
actually, I want to tell you this or this. I'm worried about this or I just came from this
spk_0
meeting and I'm just thinking it through. You can get some of your best, your best broadcasting
spk_0
moments can be if you invite somebody to just go, what's on your mind and get them the space.
spk_0
And that means you have to zip the lip, which I shall now do. That's a really great idea.
spk_0
I should probably just ask that kind of question more to start the podcast with what's on your mind.
spk_0
Yeah, I like that. What would you like people to ask you that people never ask you?
spk_0
So some of the some people have like fascinating answers to that question. And you're like,
spk_0
oh my god, they just not feel heard. Do you have something? A question that you wish I
spk_0
might just sleep mostly. No, because I'm not I'm not in the mode at the moment of like
spk_0
I don't have a product I'm selling. First of all, there's nothing I'm flogging where I'm like,
spk_0
actually, yes, I'd like to tell you about my podcast and my sub stack. I don't have these things.
spk_0
And I'm also right now working on a bunch of stuff that is not about technology. So I don't
spk_0
think it'd be really relevant to this audience, but
spk_0
yeah, I mean, that maybe that actually would be a thing. It's like, how does a how does a researcher
spk_0
stay fresh and creative because you are constantly having to digest everybody else's stuff.
spk_0
There's a risk that you just become an aggregator and an amplifier of other people's thinking.
spk_0
You know, so to come up with your if you want to truly
spk_0
contribute in an original way and when you do something like a PhD, you have to you have to say
spk_0
it like this is where the body of knowledge is and this is the gap that I have identified that
spk_0
is missing that I'm going to now work on and I shall attempt to fill the gap and not see if they
spk_0
get your blessed with the powers that be they give you some funding and off you go and you come
spk_0
back four and a half years later exhausted with forehead wrinkles and they're like, okay,
spk_0
have you filled the gap or not not as your thesis and you defend it? Stamp at the undernaught,
spk_0
you know, job done, good luck or go back and revise. That should I hope be where a researcher
spk_0
is approaching this from, which is, you know, how am I advancing knowledge? I don't know how you do
spk_0
that if you're just busy aggregating everybody else's knowledge all the time. So that's, you know,
spk_0
on the one hand, you're doing a permanent literature review, if you will, you're constantly
spk_0
having to be aware of everybody else's thoughts. For you to be like, right, I have finished a bunch
spk_0
of research. I now have a clean runway. Where is what is what is not being looked at? And I'm looking
spk_0
over here at a blank wall right now. Like, what is not being looked at? And over there is my bookshelf,
spk_0
I'm like, that's all being looked at. There's this whole space here. What are the areas that I think
spk_0
are underserved and that would be useful? Am I the person to do it? So I have the skill set to do
spk_0
it. Who would I have to work with to do it? Then you get into the house and stuff. And that, I try to,
spk_0
I try to play in that space. It's very hard for me as a researcher because you're often very lonely.
spk_0
You're like, I'm going to go work on the thing that I don't think other people are working on.
spk_0
You know, it's like you and two other people that you find on the planet who are interested in it.
spk_0
And then eventually everybody, you know, by the, if you've done your job right and you get there
spk_0
before everybody else does and you're like, well, look at this diamond, then everybody piles in.
spk_0
By the time everybody wants to pile in, I'm gone. I'm long gone because I'm onto the next
spk_0
underserved thing, I hope. That's the goal. That's not mean I achieve it, but that's at least
spk_0
the spirit with which I attempt to wake up every day.
spk_0
I'm glad you proposed this, this meta question of what question should I ask? You had a great one
spk_0
and a great answer. Certainly something that I struggle with a lot myself is, you know, we do 104
spk_0
episodes a year of this show. And so a lot of it is, it is just aggregation and letting other people
spk_0
have the floor. And so this idea of, you know, what is my, what is my contribution?
spk_0
I would actually push back on that and say, you're not disaggregating. Absolutely not. You're part
spk_0
of a conversation. Like, you just pulled something out of me that I haven't thought of before.
spk_0
What would I like to be asked? You know, like, you've created a space and you've, you prompt
spk_0
questions and you're doing that 104 episodes a year. That's huge. You will have created things
spk_0
like guarantee that are original and new for both you and your guests and then your sum,
spk_0
you know, just your own output will have its own sum. That will be, you know, unique. So there's,
spk_0
you know, there's a rule for that. And we see that in research all the time. There's like,
spk_0
are you interpreting and offering new interpretation? Or are you also like going out and being like,
spk_0
look, I found a new element for the periodic table, right? There's room for both. And we are not all
spk_0
able to go or just even wanting to go. That's not why we are motivated to go find that new
spk_0
periodic table element. Some of us, it's like, I'm actually going to do a new interpretation of
spk_0
the works of Shakespeare. And, you know, everything in between. So I think what you're doing is,
spk_0
is way more than aggregating for what it's worth. All right. Well, thank you, Dr. Her.
spk_0
How did your feet? So I promised early, and one of your first, and one of the first minutes of
spk_0
this episode, we got talking about climate change in some way or other, oh, because we were talking
spk_0
about weather in the UK. So it's very beginning of the show. And I promised that later in the show,
spk_0
we would get to some climate change related content. And so here it comes.
spk_0
Earlier this year, you were featured in an article called, this is a funny title to this article.
spk_0
I don't really understand it. It's something because it's to do with imaging and for me,
spk_0
imaging informatics. So the title of this article is Radiology Response to Launch of UK AI Action Plan.
spk_0
And yeah, in it, you warn that the UK's energy grid is not fit for purpose to support the
spk_0
government's ambitious AI action plan. So how can policy makers get the right balance between
spk_0
the excitement of AI growth and the very real infrastructural limits of energy and sustainability?
spk_0
I mean, first of all, I really want to see this article because I'm very worried about this.
spk_0
It is true though. I mean, the UK electricity grid is not fit for purpose. And that's the whole
spk_0
thing is we have a prime minister who announced at the beginning of this year that we're going to
spk_0
mainline AI into the veins of the nation, which is in a very British way of phrasing that, by the
spk_0
way, so I feel whoever phrased that came from North America and were had recently visited and was
spk_0
feeling really pepped up. And it sort of left everybody going, what? Now we've just had the US UK
spk_0
tech deal announcement when President Trump came over accompanied by an entourage of US tech leaders
spk_0
and announced a lot of money. That was being invested in the UK. Largely, it must be said for AI
spk_0
infrastructure, which we do need. Everybody needs. There's a country on earth that has enough
spk_0
AI infrastructure and let's just like keep it simple to data centers for now.
spk_0
To do what they want to do, which is why President Trump and entourage also went to the Middle East
spk_0
earlier this year. I happen to be there really at the same time. So it's quite interesting to see
spk_0
what was going on in the energy effects that that had in Qatar and the United Earth Emirates and Saudi Arabia.
spk_0
Because they need more. They're just, everything's just more and more in this field. So that's fine.
spk_0
We want that. But then we have to get down to the infrastructure supporting the infrastructure.
spk_0
AI infrastructure, data centers in this case, sits on top of our existing
spk_0
infrastructure. So let me speak of my lovely adopted home here in the North Atlantic, the UK,
spk_0
which has the highest electricity prices in Europe. As we all know, living here, watching our bills go
spk_0
up every year. What is it going to mean to stress that grid with some big energy-guzzling data
spk_0
centers and the amount that gets great to say we're going to build them. But now we now we have to
spk_0
start getting like dirty, literally dirty. We're going to dig it up. Where's it going to happen?
spk_0
How are we going to plug it in? Are we going to have rolling blackouts? What's the plan? Is it
spk_0
oil and gas powered? Is it nuclear powered? Is it renewables powered? Right? So like what's happening
spk_0
there? Then there's the fact if you live in the UK, you will know that we've been having ever
spk_0
increasing heat waves that I have mentioned. We had, like, I think I record four this summer.
spk_0
And it was actually quite scary. I mean, you really see the effects in nature here.
spk_0
But what that also means is temperatures are rising. And we're not getting a rain. Something I
spk_0
believe that's happening in the US as well, where I think 48 out of 50 states were in drought.
spk_0
So you've got a technology that is heavily water intensive, heavily energy intensive. Here in
spk_0
this country, you have a grid that does not fit for purpose. It's very old. Massive, massive investment
spk_0
will be required to get all of this for purpose in a country where we are seeing the government
spk_0
currently having its party conference saying they're going to have to break one of their promises
spk_0
not to raise taxes because we're broke. And the bond markets are punishing us. Not a phenomenon
spk_0
that is unique to the UK. I was just in France recently and they're having their own problems with
spk_0
this. I was in Germany just yesterday, zero growth for years now. You know, this is the sort of
spk_0
science and technology powerhouse of the continent, the biggest economy in Europe, zero growth.
spk_0
Where's that going? No plans, by the way, for infrastructure, investment for AI in Germany.
spk_0
So like one to watch. France wants to with nuclear, but can it? So you're kind of looking around
spk_0
going, it's all very well and good for the CEO of Nvidia, Jensen Huang, to show up here and
spk_0
make his statements. And it's great. It's super exciting. And it nails all the headlines. But then
spk_0
you're like, how? Sorry, where? Are you putting that all in the southeast of England where the
spk_0
majority of the population in this country lives? Have you seen what it's like to try and get anything
spk_0
built here? Good luck. We can't even build houses. We've got a housing shortage. Right? So
spk_0
I'm not trying to do this. This isn't like a negativity thing. It's like a dream. It's going to
spk_0
meet reality. And there's going to be a moment. I'm here for it as a researcher, as a citizen. I'm
spk_0
going to square that circle. And again, the promises have been made, diorize for five to ten
spk_0
years to see how many of these things actually get built with terrible record for huge infrastructure
spk_0
projects here. I'm very curious to see how that's going to work out in the Middle East for
spk_0
different reasons. You know, putting the world's biggest data center within reach of missiles
spk_0
from Iran is a very interesting move, right? Politically. So we can talk about that. Like we haven't
spk_0
even mentioned a national security dimensions of this. I'm just talking here in the U.A.
spk_0
of like, can we actually do it? And then how does this work for electricity and water?
spk_0
You want to put it into the Middle East. You are going to have an entirely different problem.
spk_0
So that you then go with position to do this. Who's been really good at infrastructure projects?
spk_0
Who's got the vision? Who's got the political will? Who's already looking at emerging technologies,
spk_0
green technology, leadership on this? I think I know this one. I don't know. I mean, I feel like I
spk_0
don't want to answer it. You know, back to you. Well, I know I would put down if we were in a pub quiz.
spk_0
A book I'm currently reading. A novel I'm currently reading is the three-body problem. Am I going
spk_0
in the right direction? Yeah. You know, look, may you live in interesting times? Is a curse for a reason.
spk_0
But we will get to see it play out. We will get to see it play out. And it's fascinating. I was
spk_0
intrigued by a manual Mac call back in February in Paris at the AI summit when he was like,
spk_0
the United States has drill baby drill. And they've got their nuclear fleet, which France is very proud,
spk_0
saying plug baby plug. We've got all this electricity in like France and Mac call in particular,
spk_0
although he will not be in power for much longer because it's term running out not for a dramatic
spk_0
reason. France has its nuclear electricity solution. Can it decide to think bigger and make that
spk_0
part of a European solution? Like if Europe could work together, is that an option? Does the UK
spk_0
get some action despite Brexit on that? Like, again, when there's a will, there's a way that
spk_0
engineering problem is the easy part in some ways of this. The human political social problem is
spk_0
the far bigger one. And we return thus full circle to my book, which is like wicked problems,
spk_0
right? That wonderful concept that so many of us when you learn it, you're like,
spk_0
ah, finally a term for this thing I've been seeing my entire life. And I just didn't know a word for it.
spk_0
Multiple causes the problem and every solution that you pose creates yet more problems.
spk_0
This is where rap right now. This has been a fascinating part of the conversation. And so it
spk_0
pains me that we're actually getting to a point where we're starting to rap up. But my final
spk_0
technical question before you hear, I think fall is unnicely from the last topic that we just
spk_0
discussed. Your expertise, the stuff that you've been talking about broadcasting, oh, by the way,
spk_0
I looked up into more detail that that article that I that we had your last quote from that that
spk_0
started with radiology. What was it? It was a radio radiology response to launch of UKI action plan.
spk_0
You were not interviewed for that article, which was on a relatively minor blog.
spk_0
They pulled something that you had said on BBC News. That's totally fair. By the way,
spk_0
if they wanted to use it, we love radiologists. I just remember this publication,
spk_0
are we having invented quotes? Because like, that's happening now, right?
spk_0
For sure. It is. Gen AI does definitely invent quotes. And I started to get a little nervous as I
spk_0
started doing it. But you did seem to recognize the quote as I got to it. But we should have,
spk_0
it would have been better for us to say that you said on BBC News, not in this random blog.
spk_0
So as you've discussed on BBC News, your expertise spans not just AI, but also other
spk_0
frontier technologies like the metaverse, cybersecurity. If you had to prioritize one of these
spk_0
as the most urgent frontier, shaping human futures over the next decade, which do you think it would be?
spk_0
I were only allowed to work on one, but it could be the one that I most want to work on,
spk_0
and that I would feel most proud if I could contribute anything to be on climate crisis and biodiversity
spk_0
loss by which I mean fixing them, not contributing to them. Yeah, I'm very worried about that.
spk_0
I'm very worried about that. I wish we were talking more about that, not on this podcast. I mean,
spk_0
on our society, and because there's so many other problems at the moment, I think it's not getting
spk_0
enough attention. But you know, if you are even remotely interested in nature and plants and
spk_0
animals in the world around you, you cannot help but notice these changes and science is being so
spk_0
politicized and defunded, which I really hate. I want to see this be like the number one priority.
spk_0
It affects everything. AI could be part of this, by the way, but you know, right now, I don't think
spk_0
it is, but it could be. So I'm sort of adjacent to that. But yeah, I would want, I would like to see
spk_0
us be far more respectful members of this planet as a species than we've been. It is probably
spk_0
marginally more important than having even larger Genai capabilities, manufacturing,
spk_0
porn flowing around the internet, maybe marginally more important than that.
spk_0
Yeah. No, it's absolutely. I think you're spot on there. I wasn't sure what you were going to say.
spk_0
And I, but I think it makes a lot of sense that that would be a top priority for you.
spk_0
And it's not the most fun note to end the song. So well, it could be though, if you were like,
spk_0
what would that look like? What would it look like if we actually backed research and science and
spk_0
cared about the environment, cared about, you know, if we parsed every single problem through that lens?
spk_0
Wouldn't that just be awesome? I want to feel happy too, right? Let's end this on a high.
spk_0
Regular listeners know, Claude by Anthropic has been my go-to AI for years. Claude is the AI
spk_0
for minds that don't stop at good enough. It's the collaborator that actually understands your entire
spk_0
workflow and thinks with you, not for you. Whether you're debugging code at midnight or strategizing
spk_0
your next business move, Claude extends your thinking to tackle the problems that matter. What
spk_0
stands out for me most about Claude is how it seems to intuitively know exactly what I'm looking for.
spk_0
When I'm doing research for a podcast episode, for example, I pop in a topic and Claude uses
spk_0
built-in web search and extensive behind-the-scenes reasoning to bring me a magnificent,
spk_0
accurate and well-sighted report. What would have taken me days is now done in minutes.
spk_0
It's changed how I prep for every single episode, enabling me to get more high quality content to
spk_0
you and each one ever more relevant facts and better richer questions for guests. Ready to tackle
spk_0
bigger problems? Sign up for Claude today and get 50% off Claude Pro when you use my link.
spk_0
Claude.ai slash super data. That's Claude.ai slash super data right now, 50% off your first three
spk_0
months of Claude Pro that includes access to all the features mentioned in today's episode.
spk_0
Claude.ai slash super data.
spk_0
And I like, I think it's kind of fun to think about the idea of literally what the solutions
spk_0
would look like as well. If you had, if you're driving on the highway and there's lots of
spk_0
you know, crossings over the highway for animals to go over and you know, there's lots of ways
spk_0
that it's actually, it's visually pleasing and just enjoyable to think about. If we had, you know,
spk_0
when you fly into Newark Airport, as a lot of people do when they fly internationally into New York,
spk_0
Newark, the journey from Newark, New Jersey to New York City is just this awful industrial
spk_0
wasteland and marshland and you think, and then traveling in some other countries like Switzerland
spk_0
and Germany, you see, there's so much more nature and biodiversity and so there's, you know,
spk_0
maybe that's kind of a fun way to visualize how things could be.
spk_0
I know. I was just in Switzerland in August for my summer holiday and you're just like, my god,
spk_0
once you see this and then you come back to where you live, you're just like,
spk_0
there's another way people, there's another way, I was taking videos and sending it to family
spk_0
and friends all over the world me like, and I know, you know, for apologies this fest, they've been like,
spk_0
we know, but it is incredible and there are countries that are working on this and there are so many,
spk_0
this is what kills me, so many people care about this. You know, this is one of these areas where I'm
spk_0
both commercially, but also just as a human being, I do not know a single person who wants to breathe
spk_0
dirty air, right, or who would love to look at an industrial wasteland instead of a garden or a park
spk_0
or whatever who's like, oh yeah, we're killing plants and animals and a horrific rate and
spk_0
fine with that. Like, no, and children, again, children are born understanding that they're part
spk_0
of something bigger than themselves and they're curious about it and they love it and it's just like,
spk_0
what the hell happens to people that we just don't care by the end? So, you know, luckily,
spk_0
there's a bunch of good people who do care and I think supporting them is going to be a big part
spk_0
of it and keeping it in front and center. So I do try to do that in my work. It's one of the areas
spk_0
that I'm going to be, I hope, more focused on in the future. I wasn't always in the past, so this
spk_0
has been something I've also had to understand. My book barely mentions it at all, just, you know,
spk_0
be like, what the hell? But again, I was running in a pandemic, but still, it still blows my mind
spk_0
when I go back and look at it and I'm like, this is a massive unspoken thing. It just wasn't on our
spk_0
mind. So, fair enough, like, there's no judgment here. I don't want to nail anybody if they're
spk_0
if they're not thinking about it yet. I'm just saying for myself personally, I see it. I'm old
spk_0
enough now to see the changes, to have lived the changes and I'm traveled enough now to look and
spk_0
see how other people are doing things. And I'm like, it's not even like we have to come up with
spk_0
the better solutions. They exist. People pioneered them. We just have to do it. So that's maybe
spk_0
that's part of it as well. It's like sharing what other people have done that works and make sure
spk_0
life better. Why would you not want to live a better life? Love that. Great, great sound bite.
spk_0
So quickly before I let you go, do you have a book recommendation for us, Dr. Hair? Sometimes as a
spk_0
technologist, you get too much tech and you need to read something else. What I read last Christmas
spk_0
was Richard J. Evans, Third Reich Trinogy. I shall demonstrate here. And the one that I think that I
spk_0
would like my fellow Americans to read right now is the coming of the Third Reich because it's
spk_0
actually quite useful and relevant for today. So I hope that's a political statement without saying why.
spk_0
But it goes into then what happens when the Third Reich got into power and then what happens when
spk_0
it went to war. And first of all, I just think it's useful because people constantly reference
spk_0
Nazis online without actually knowing their second world war history other than from films.
spk_0
It's fine. We all like the films. But Professor Richard J. Evans has done God's work and actually
spk_0
slugging through the archives, reading all the literature and writing it in a way that if you read
spk_0
nothing else on World War II, read this book. But while you read it, you will probably mark it up as I
spk_0
did with my God. This is happening now. My God, I did not realize that the first people that were
spk_0
rounding up in Germany were in fact Germans. Interesting. Right? Like quite useful. So yeah, I would say
spk_0
sometimes put down the book about AI for a moment and pick up frankly any book. But I really can
spk_0
recommend these. They are superbly written by one of the United Kingdom's top living historians.
spk_0
Great recommendation. Thank you. And I think I think actually probably most of the book recommendations we
spk_0
get on this show are unrelated to our field. Yeah. So thank you for that. Do you recommend to me
spk_0
before I let you go, John? What books do I read? Goodness. That puts me on the spot.
spk_0
My, I mean, this is kind of an AI book in a way, but it's a fiction book. It's Kurt Vonnegut
spk_0
from the 1950s. His first novel was called Player Piano. Player Piano. Yeah. And it's a,
spk_0
you know, Kurt Vonnegut is dark, but funny. And it is pretty stunning how he nails the moment
spk_0
that we're in today with Gen AI in his book from the 1950s. See, I would never have even
spk_0
known about this. I'm so grateful for you to have told me that. There you go. On Dave, on Dave,
spk_0
on a couple months, we'll have book club. Sounds good. And then yeah, final thing for you,
spk_0
Stephanie is after this episode, other than catching you on BBC News, where should people be
spk_0
following you online? In a library. You should be reading Professor Evans's books rather than
spk_0
following me online. He has far more to tell you than I ever could. I am unlinked in if you feel the
spk_0
need to be aware of things I might be randomly posting on LinkedIn, which is mainly job
spk_0
adverts that other people are, because I feel like all of us should always be aware of what's going
spk_0
on in the job markets. If I see something that's useful for other people, I'm going to post it.
spk_0
I'm experimenting with Blue Sky, but I might not be on it for much longer, just because I wanted
spk_0
to sort of Twitter alternative, but I just don't know. So yeah, I'm not, I'm not a good person to
spk_0
follow on LinkedIn or sorry on social media. No, I would just say, you know, follow me by reading
spk_0
books that you would enjoy. Like let's create that climate together and hit me up if you think
spk_0
there's any good books I should be reading. I love that. Thank you so much. This has been a great
spk_0
episode. So much fun. So interesting. Thank you, Dr. Hair. Yeah.
spk_0
Nice one. In today's episode, Dr. Stephanie Hair covered how technology ethics can be defined as
spk_0
the practice of maximizing the benefits and minimizing the harms of any tool we build or use,
spk_0
why a Hippocratic oath for technologists could serve as a guiding ethos focusing on regulating
spk_0
harmful use cases rather than rather than the tools themselves to avoid stifling innovation.
spk_0
She talked about how the rise of low quality AI generated slop maybe the final stage in the
spk_0
internet's degradation, potentially forcing a return to more intentional real world interactions.
spk_0
And she talked about why ambitious national AI strategies are on a collision course with the real
spk_0
world infrastructural limits of aging energy grids and the immense energy and water demands of
spk_0
data centers. As always, you can get all the show notes including the transcript for this episode,
spk_0
the video recording, any materials mentioned on the show, the URLs for Stephanie's social media
spk_0
profiles as well as my own at superdatasize.com slash 935. Thanks to everyone on the super data
spk_0
science podcast team, our podcast managers on your brave, bitch media editor Mario Pombo,
spk_0
partnerships manager Natalie Jaiski, researcher search masseuse, writer doctors Zara Karche,
spk_0
and our founder Kieryl Aramenko. Thanks to them for producing another stellar episode for us today
spk_0
for enabling that super team to create this free podcast for you. We are deeply grateful to our
spk_0
sponsors. You listener can support this show by checking out our sponsor's links, which you can
spk_0
find in the show notes. And if you'd like to sponsor the show yourself, you can make your way to
spk_0
johnkrone.com slash podcast to find out how you can do that. Otherwise, help us out by sharing
spk_0
this episode with people who would like to hear it or view it, review this episode on your favorite
spk_0
podcasting app or on YouTube, subscribe obviously, but most importantly, just keep on tuning in. I'm
spk_0
so grateful to have you listening and I hope I can continue to make episodes you love for years and
spk_0
years to come. Till next time, keep on rocking it out there and I'm looking forward to enjoying
spk_0
another round of the super data science bondcast with you very soon.