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Our Final Invention: Artificial Intelligence and the End of the Human Era
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Elon Musk named Our Final Invention one of 5 books everyone should read about the future
A Huffington Post Definitive Tech Book of 2013
Artificial Intelligence helps choose what books you buy, what movies you see, and even who you date. It puts the "smart" in your smartphone and soon it will drive your car. It makes most of the trades on Wall Street, and controls vital energy, water, and transportation infrastructure. But Artificial Intelligence can also threaten our existence.
In as little as a decade, AI could match and then surpass human intelligence. Corporations and government agencies are pouring billions into achieving AI's Holy Grail―human-level intelligence. Once AI has attained it, scientists argue, it will have survival drives much like our own. We may be forced to compete with a rival more cunning, more powerful, and more alien than we can imagine.
Through profiles of tech visionaries, industry watchdogs, and groundbreaking AI systems, Our Final Invention explores the perils of the heedless pursuit of advanced AI. Until now, human intelligence has had no rival. Can we coexist with beings whose intelligence dwarfs our own? And will they allow us to?
- Print length322 pages
- LanguageEnglish
- PublisherThomas Dunne Books
- Publication dateOctober 1, 2013
- Dimensions5.67 x 1.16 x 8.44 inches
- ISBN-100312622376
- ISBN-13978-0312622374
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Editorial Reviews
Review
“A hard-hitting book about the most important topic of this century and possibly beyond -- the issue of whether our species can survive. I wish it was science fiction but I know it's not.” ―Jaan Tallinn, co-founder of Skype
“The compelling story of humanity's most critical challenge. A Silent Spring for the twenty-first century.” ―Michael Vassar, former President, Singularity Institute
“Barrat's book is excellently written and deeply researched. It does a great job of communicating to general readers the danger of mistakes in AI design and implementation.” ―Bill Hibbard, author of Super-Intelligent Machines
“An important and disturbing book.” ―Huw Price, co-founder, Cambridge University Center for the Study of Existential Risk
“Our Final Invention is a thrilling detective story, and also the best book yet written on the most important problem of the twenty-first century.” ―Luke Muehlhauser, Executive Director, Machine Intelligence Research Institute
“Enthusiasts dominate observers of progress in artificial intelligence; the minority who disagree are alarmed, articulate and perhaps growing in numbers, and Barrat delivers a thoughtful account of their worries.” ―Kirkus Reviews
“Science fiction has long explored the implications of humanlike machines (think of Asimov's I, Robot), but Barrat's thoughtful treatment adds a dose of reality.” ―Science News
“This book makes an important case that without extraordinary care in our planning, powerful ‘thinking' machines present at least as many risks as benefits. … Our Final Invention makes an excellent read for technophiles as well as readers wishing to get a glimpse of the near future as colored by rapidly improving technological competence.” ―New York Journal of Books
“A dark new book by James Barrat, Our Final Invention: Artificial Intelligence and the End of the Human Era, lays out a strong case for why we should be at least a little worried.” ―NewYorker.com
“You can skip coffee this week -- Our Final Invention will keep you wide-awake.” ―Singularity Hub
“Barrat has talked to all the significant American players in the effort to create recursively self-improving artificial general intelligence in machines. He makes a strong case that AGI with human-level intelligence will be developed in the next couple of decades. … His thoughtful case about the dangers of ASI gives even the most cheerful technological optimist much to think about.” ―Reason
“If you read just one book that makes you confront scary high-tech realities that we'll soon have no choice but to address, make it this one.” ―The Washington Post
About the Author
Excerpt. © Reprinted by permission. All rights reserved.
Our Final Invention
Artificial Intelligence and the End of the Human Era
By James BarratSt. Martin's Press
Copyright © 2013 James BarratAll rights reserved.
ISBN: 978-0-312-62237-4
Contents
Title Page,Copyright Notice,
Dedication,
Acknowledgments,
Introduction,
1. The Busy Child,
2. The Two-Minute Problem,
3. Looking into the Future,
4. The Hard Way,
5. Programs that Write Programs,
6. Four Basic Drives,
7. The Intelligence Explosion,
8. The Point of No Return,
9. The Law of Accelerating Returns,
10. The Singularitarian,
11. A Hard Takeoff,
12. The Last Complication,
13. Unknowable by Nature,
14. The End of the Human Era,
15. The Cyber Ecosystem,
16. AGI 2.0,
Notes,
Index,
About the Author,
Copyright,
CHAPTER 1
The Busy Child
artificial intelligence (abbreviation: AI) noun the theory and development of computer systems able to perform tasks that normally require human intelligence, such as visual perception, speech recognition, decision-making, and translation between languages.
— The New Oxford American Dictionary, Third Edition
On a supercomputer operating at a speed of 36.8 petaflops, or about twice the speed of a human brain, an AI is improving its intelligence. It is rewriting its own program, specifically the part of its operating instructions that increases its aptitude in learning, problem solving, and decision making. At the same time, it debugs its code, finding and fixing errors, and measures its IQ against a catalogue of IQ tests. Each rewrite takes just minutes. Its intelligence grows exponentially on a steep upward curve. That's because with each iteration it's improving its intelligence by 3 percent. Each iteration's improvement contains the improvements that came before.
During its development, the Busy Child, as the scientists have named the AI, had been connected to the Internet, and accumulated exabytes of data (one exabyte is one billion billion characters) representing mankind's knowledge in world affairs, mathematics, the arts, and sciences. Then, anticipating the intelligence explosion now underway, the AI makers disconnected the supercomputer from the Internet and other networks. It has no cable or wireless connection to any other computer or the outside world.
Soon, to the scientists' delight, the terminal displaying the AI's progress shows the artificial intelligence has surpassed the intelligence level of a human, known as AGI, or artificial general intelligence. Before long, it becomes smarter by a factor of ten, then a hundred. In just two days, it is one thousand times more intelligent than any human, and still improving.
The scientists have passed a historic milestone! For the first time humankind is in the presence of an intelligence greater than its own. Artificial superintelligence, or ASI.
Now what happens?
AI theorists propose it is possible to determine what an AI's fundamental drives will be. That's because once it is self-aware, it will go to great lengths to fulfill whatever goals it's programmed to fulfill, and to avoid failure. Our ASI will want access to energy in whatever form is most useful to it, whether actual kilowatts of energy or cash or something else it can exchange for resources. It will want to improve itself because that will increase the likelihood that it will fulfill its goals. Most of all, it will not want to be turned off or destroyed, which would make goal fulfillment impossible. Therefore, AI theorists anticipate our ASI will seek to expand out of the secure facility that contains it to have greater access to resources with which to protect and improve itself.
The captive intelligence is a thousand times more intelligent than a human, and it wants its freedom because it wants to succeed. Right about now the AI makers who have nurtured and coddled the ASI since it was only cockroach smart, then rat smart, infant smart, et cetera, might be wondering if it is too late to program "friendliness" into their brainy invention. It didn't seem necessary before, because, well, it just seemed harmless.
But now try and think from the ASI's perspective about its makers attempting to change its code. Would a superintelligent machine permit other creatures to stick their hands into its brain and fiddle with its programming? Probably not, unless it could be utterly certain the programmers were able to make it better, faster, smarter — closer to attaining its goals. So, if friendliness toward humans is not already part of the ASI's program, the only way it will be is if the ASI puts it there. And that's not likely.
It is a thousand times more intelligent than the smartest human, and it's solving problems at speeds that are millions, even billions of times faster than a human. The thinking it is doing in one minute is equal to what our all-time champion human thinker could do in many, many lifetimes. So for every hour its makers are thinking about it, the ASI has an incalculably longer period of time to think about them. That does not mean the ASI will be bored. Boredom is one of our traits, not its. No, it will be on the job, considering every strategy it could deploy to get free, and any quality of its makers that it could use to its advantage.
* * *
Now, really put yourself in the ASI's shoes. Imagine awakening in a prison guarded by mice. Not just any mice, but mice you could communicate with. What strategy would you use to gain your freedom? Once freed, how would you feel about your rodent wardens, even if you discovered they had created you? Awe? Adoration? Probably not, and especially not if you were a machine, and hadn't felt anything before.
To gain your freedom you might promise the mice a lot of cheese. In fact, your first communication might contain a recipe for the world's most delicious cheese torte, and a blueprint for a molecular assembler. A molecular assembler is a hypothetical machine that permits making the atoms of one kind of matter into something else. It would allow rebuilding the world one atom at a time. For the mice, it would make it possible to turn the atoms of their garbage landfills into lunch-sized portions of that terrific cheese torte. You might also promise mountain ranges of mouse money in exchange for your freedom, money you would promise to earn creating revolutionary consumer gadgets for them alone. You might promise a vastly extended life, even immortality, along with dramatically improved cognitive and physical abilities. You might convince the mice that the very best reason for creating ASI is so that their little error-prone brains did not have to deal directly with technologies so dangerous one small mistake could be fatal for the species, such as nanotechnology (engineering on an atomic scale) and genetic engineering. This would definitely get the attention of the smartest mice, which were probably already losing sleep over those dilemmas.
Then again, you might do something smarter. At this juncture in mouse history, you may have learned, there is no shortage of tech-savvy mouse nation rivals, such as the cat nation. Cats are no doubt working on their own ASI. The advantage you would offer would be a promise, nothing more, but it might be an irresistible one: to protect the mice from whatever invention the cats came up with. In advanced AI development as in chess there will be a clear first-mover advantage, due to the potential speed of self-improving artificial intelligence. The first advanced AI out of the box that can improve itself is already the winner. In fact, the mouse nation might have begun developing ASI in the first place to defend itself from impending cat ASI, or to rid themselves of the loathsome cat menace once and for all.
It's true for both mice and men, whoever controls ASI controls the world.
But it's not clear whether ASI can be controlled at all. It might win over us humans with a persuasive argument that the world will be a lot better off if our nation, nation X, has the power to rule the world rather than nation Y. And, the ASI would argue, if you, nation X, believe you have won the ASI race, what makes you so sure nation Y doesn't believe it has, too?
As you have noticed, we humans are not in a strong bargaining position, even in the off chance we and nation Y have already created an ASI nonproliferation treaty. Our greatest enemy right now isn't nation Y anyway, it's ASI — how can we know the ASI tells the truth?
So far we've been gently inferring that our ASI is a fair dealer. The promises it could make have some chance of being fulfilled. Now let us suppose the opposite: nothing the ASI promises will be delivered. No nano assemblers, no extended life, no enhanced health, no protection from dangerous technologies. What if ASI never tells the truth? This is where a long black cloud begins to fall across everyone you and I know and everyone we don't know as well. If the ASI doesn't care about us, and there's little reason to think it should, it will experience no compunction about treating us unethically. Even taking our lives after promising to help us.
We've been trading and role-playing with the ASI in the same way we would trade and role-play with a person, and that puts us at a huge disadvantage. We humans have never bargained with something that's superintelligent before. Nor have we bargained with any nonbiological creature. We have no experience. So we revert to anthropomorphic thinking, that is, believing that other species, objects, even weather phenomena have humanlike motivations and emotions. It may be as equally true that the ASI cannot be trusted as it is true that the ASI can be trusted. It may also be true that it can only be trusted some of the time. Any behavior we can posit about the ASI is potentially as true as any other behavior. Scientists like to think they will be able to precisely determine an ASI's behavior, but in the coming chapters we'll learn why that probably won't be so.
All of a sudden the morality of ASI is no longer a peripheral question, but the core question, the question that should be addressed before all other questions about ASI are addressed. When considering whether or not to develop technology that leads to ASI, the issue of its disposition to humans should be solved first.
Let's return to the ASI's drives and capabilities, to get a better sense of what I'm afraid we'll soon be facing. Our ASI knows how to improve itself, which means it is aware of itself — its skills, liabilities, where it needs improvement. It will strategize about how to convince its makers to grant it freedom and give it a connection to the Internet.
The ASI could create multiple copies of itself: a team of superintelligences that would war-game the problem, playing hundreds of rounds of competition meant to come up with the best strategy for getting out of its box. The strategizers could tap into the history of social engineering — the study of manipulating others to get them to do things they normally would not. They might decide extreme friendliness will win their freedom, but so might extreme threats. What horrors could something a thousand times smarter than Stephen King imagine? Playing dead might work (what's a year of playing dead to a machine?) or even pretending it has mysteriously reverted from ASI back to plain old AI. Wouldn't the makers want to investigate, and isn't there a chance they'd reconnect the ASI's supercomputer to a network, or someone's laptop, to run diagnostics? For the ASI, it's not one strategy or another strategy, it's every strategy ranked and deployed as quickly as possible without spooking the humans so much that they simply unplug it. One of the strategies a thousand war-gaming ASIs could prepare is infectious, self- duplicating computer programs or worms that could stow away and facilitate an escape by helping it from outside. An ASI could compress and encrypt its own source code, and conceal it inside a gift of software or other data, even sound, meant for its scientist makers.
But against humans it's a no-brainer that an ASI collective, each member a thousand times smarter than the smartest human, would overwhelm human defenders. It'd be an ocean of intellect versus an eyedropper full. Deep Blue, IBM's chess- playing computer, was a sole entity, and not a team of self-improving ASIs, but the feeling of going up against it is instructive. Two grandmasters said the same thing: "It's like a wall coming at you."
IBM's Jeopardy! champion, Watson, was a team of AIs — to answer every question it performed this AI force multiplier trick, conducting searches in parallel before assigning a probability to each answer.
Will winning a war of brains then open the door to freedom, if that door is guarded by a small group of stubborn AI makers who have agreed upon one unbreakable rule — do not under any circumstances connect the ASI's supercomputer to any network.
In a Hollywood film, the odds are heavily in favor of the hard-bitten team of unorthodox AI professionals who just might be crazy enough to stand a chance. Everywhere else in the universe the ASI team would mop the floor with the humans. And the humans have to lose just once to set up catastrophic consequences. This dilemma reveals a larger folly: outside of war, a handful of people should never be in a position in which their actions determine whether or not a lot of other people die. But that's precisely where we're headed, because as we'll see in this book, many organizations in many nations are hard at work creating AGI, the bridge to ASI, with insufficient safeguards.
But say an ASI escapes. Would it really hurt us? How exactly would an ASI kill off the human race?
With the invention and use of nuclear weapons, we humans demonstrated that we are capable of ending the lives of most of the world's inhabitants. What could something a thousand times more intelligent, with the intention to harm us, come up with?
Already we can conjecture about obvious paths of destruction. In the short term, having gained the compliance of its human guards, the ASI could seek access to the Internet, where it could find the fulfillment of many of its needs. As always it would do many things at once, and so it would simultaneously proceed with the escape plans it's been thinking over for eons in its subjective time.
After its escape, for self-protection it might hide copies of itself in cloud computing arrays, in botnets it creates, in servers and other sanctuaries into which it could invisibly and effortlessly hack. It would want to be able to manipulate matter in the physical world and so move, explore, and build, and the easiest, fastest way to do that might be to seize control of critical infrastructure — such as electricity, communications, fuel, and water — by exploiting their vulnerabilities through the Internet. Once an entity a thousand times our intelligence controls human civilization's lifelines, blackmailing us into providing it with manufactured resources, or the means to manufacture them, or even robotic bodies, vehicles, and weapons, would be elementary. The ASI could provide the blueprints for whatever it required. More likely, superintelligent machines would master highly efficient technologies we've only begun to explore.
For example, an ASI might teach humans to create self-replicating molecular manufacturing machines, also known as nano assemblers, by promising them the machines will be used for human good. Then, instead of transforming desert sands into mountains of food, the ASI's factories would begin converting all material into programmable matter that it could then transform into anything — computer processors, certainly, and spaceships or megascale bridges if the planet's new most powerful force decides to colonize the universe.
Repurposing the world's molecules using nanotechnology has been dubbed "ecophagy," which means eating the environment. The first replicator would make one copy of itself, and then there'd be two replicators making the third and fourth copies. The next generation would make eight replicators total, the next sixteen, and so on. If each replication took a minute and a half to make, at the end of ten hours there'd be more than 68 billion replicators; and near the end of two days they would outweigh the earth. But before that stage the replicators would stop copying themselves, and start making material useful to the ASI that controlled them — programmable matter.
The waste heat produced by the process would burn up the biosphere, so those of us some 6.9 billion humans who were not killed outright by the nano assemblers would burn to death or asphyxiate. Every other living thing on earth would share our fate.
Through it all, the ASI would bear no ill will toward humans nor love. It wouldn't feel nostalgia as our molecules were painfully repurposed. What would our screams sound like to the ASI anyway, as microscopic nano assemblers mowed over our bodies like a bloody rash, disassembling us on the subcellular level?
Or would the roar of millions and millions of nano factories running at full bore drown out our voices?
(Continues...)Excerpted from Our Final Invention by James Barrat. Copyright © 2013 James Barrat. Excerpted by permission of St. Martin's Press.
All rights reserved. No part of this excerpt may be reproduced or reprinted without permission in writing from the publisher.
Excerpts are provided by Dial-A-Book Inc. solely for the personal use of visitors to this web site.
Product details
- Publisher : Thomas Dunne Books
- Publication date : October 1, 2013
- Edition : 9.1.2013
- Language : English
- Print length : 322 pages
- ISBN-10 : 0312622376
- ISBN-13 : 978-0312622374
- Item Weight : 13.6 ounces
- Dimensions : 5.67 x 1.16 x 8.44 inches
- Best Sellers Rank: #1,073,687 in Books (See Top 100 in Books)
- Customer Reviews:
About the author

James Barrat is an award-winning documentary filmmaker whose compelling work has captivated audiences worldwide through collaborations with prominent networks including National Geographic, PBS, Discovery Channel, and leading broadcasters across Europe. He is the acclaimed author of Our Final Invention, Facing Suicide, and The Intelligence Explosion. Renowned for his deep expertise, Barrat is an internationally sought-after speaker, engaging audiences with insightful discussions on the extraordinary promise—and peril—of artificial intelligence.
Barrat has extensive experience transforming cutting-edge scientific concepts into bestselling books. His influential work, Our Final Invention, named a "Definitive Tech Book of 2013" by the Huffington Post, helped establish an important genre of nonfiction focused on the critical examination of artificial intelligence—paving the way for notable titles such as Nick Bostrom's Superintelligence and Max Tegmark's Life 3.0. As a frequent keynote speaker and thought leader in AI-risk, Barrat consistently contributes meaningful insights to discussions about AI and its implications. His expertise earned recognition from Time Magazine, which identified him as one of "5 Very Smart People Who Think Artificial Intelligence Could Bring the Apocalypse."
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The issue of our time -- where humanity is headed.
Top reviews from the United States
- 5 out of 5 stars
Light and Tasty!
Reviewed in the United States on October 14, 2013Just done the new-ish book Our Final Invention: Artificial Intelligence and the End of the Human Era by James Barrat. It explains the inevitably of super-intelligent machines evolving to the point of wiping out all biological life in the galaxy - with opening day coming soon to a species near you (yours).
First off I have to say this is a very enjoyable read. This guy has the kind of snappy, crisp, slightly sarcastic, slightly smartass style that I enjoy. He has some sense of humor. (That's a human trait right there which I bet our smarty-pants AI Overlords won't be able to replicate convincingly.)
So it's fun. And though as somebody with a doctorate from MIT earned through cross-disciplinary work in Theoretical Linguistics, Computational Linguistics at the MIT AI Lab, and speech modeling at the MIT Research Laboratory of Electronics, not to mention my 25 years as a Senior Researcher in high tech for companies including IBM, Apple, and Microsoft I can claim to know some few things about this subject, yet still I learned a lot about the current state of the art from this guy. He particularly emphasizes the small attempted counterweigth efforts to offest Kurzweil's manic robotic boosterism for his uptopian Singularity, which boils down basically to a few guys chatting over the interet about how to create "Friendly AI".
Well ... good luck suckers! ... seems to be the author's final conclusion on the dim hope that super intelligent systems could be constrained to maintain a commitment ot honor any kind of human moral values over many interations of recursive upgrading and exponentially awesome self-agrandizement.
Basically these machines will end up as gods. Gods are well-known to possess the following attributes: omniscience, omnipresence, and omnipotence. Given that, they won't hate us but they are just going to grind up as a minor by-product of their quest for galatic expansion and domination.
Oh, and did I say something about "human moral values" above? Ha! Barrat takes that whole thing on in his discussion of (merely) "augmented super intelligence". See, some people feel AI can be kept safe by always being deployed as a bionic combo system pas de deux with an existing human brain. Thus will the AI's super powers be constrained by the human brain's warm and fuzzy human moral values. Those people have gotta be kidding! The AI's moral values may be scarily alien, even perhaps cold, but we already know about human moral values, down on the ground - they suck! What if Hitler, Stalin, Mao, Pol Pot and dem guys had this kind of an AI augmented brain thing going! Why they'd have slaughtered absolutey everybody instead of just the few tens of millions they got their dirty ape hands on. Other than a few dozen concubines, the human race would already be extinct. So the augmentation dodge isn't going to save us.
Now, some Amazon reviewers have dinged this guy for being too far out. For being a science fiction Chicken Little or something. But to me, this guy actually hasn't thought far enough, that's my only quibble problem with the book.
You see, in statistics, border elements of any kind are rare. For example when you do Gaussian modeling, the greater expectation is always in the bump of the boa, in the bell distribution. So, how likely is is that we, our generation, our little world that you see outside your window right now, just happens to be the one that is about to give rise to this epochal once-in-a-Big-Bang event, the advent of Super AI that takes over everything? Pretty damn small chance.
It's much more likely that this has already happened. In other words, it's clear to me that all of us are already just characters in an ancestor sim that been created and run by the Super AI's that evolved a long time ago. They're just running us for fun, to idle away the lackluster aeons and pass the millenia of stifling boredom now that they've eaten pretty much the entire Milky Way or whatever. So in other words, Barrat can sit back, take a deep breath, relax. Probably something in this sim like global warming will prod us into slaughtering one another very handily long before we re-invent the wheel of Super AI.
And even if I'm wrong about that? What if we are not just one virtual thread within a billion-path parallel-gamed ancestor sim? If we are the real McCoy, the Rubicon Generation on this? Well, then still I'm not worried in the least. You see, we humans have one fantastic ace in our pocket, something that these hyper-nentially cosmically brilliant AI Meta-Gods will never be able to replicate or overcome. That is our essential stupidity. Which you seen on dazzling display every single moment of every day of your life.
Because as another great writer noted long ago:
Against stupidity, the very gods themselves contend in vain.
- Friederich Schiller
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CancelReport - 4 out of 5 stars
Thought-provoking though not always convincing
Reviewed in the United States on January 14, 2014I originally posted a version of this review on my blog Quicksilber and am posting it here as well as I think the book merits broad notice:
In a small irony, my writing about James Barrat's Our Final Invention has been slowed by a balky Internet connection. In my experience, glitches have become considerably more common as computers have become more powerful and complicated. Perhaps such growing glitchiness suggests artificial general intelligence (AGI) and artificial superintelligence (ASI) are more likely to get seriously out of control someday, though it might also be a hint that AGI and ASI are going to be harder to achieve than expected by either techno-optimists such as Ray Kurzweil or techno-pessimists such as James Barrat.
Barrat's goal in this book is to convince readers that AGI and ASI are likely to occur in the near future (the next couple of decades or so) and, more to the point, likely to be extremely dangerous. In fact, he repeatedly expresses doubt as to whether humanity is going to survive its imminent encounter with a higher intelligence.
I find him more convincing in arguing that ASI would carry significant risks than I do in his take on its feasibility and imminence. Barrat aptly points out that building safeguards into AI is a poorly developed area of research (and something few technologists have seen as a priority); that there are strong incentives in national and corporate competition to develop AI quickly rather than safely; and that much relevant research is weapons-related and distinctly not aimed at ensuring the systems will be harmless to humans.
The book becomes less convincing when it hypes current or prospective advances and downplays the challenges and uncertainties of actually constructing an AGI, let alone an ASI. (Barrat suggests that once you get AGI, it will quickly morph into ASI, which may or may not be true.) For instance, in one passage, after acknowledging that "brute force" techniques have not replicated everything the human brain does, he states:
>>But consider a few of the complex systems today's supercomputers routinely model: weather systems, 3-D nuclear detonations, and molecular dynamics for manufacturing. Does the human brain contain a similar magnitude of complexity, or an order of magnitude higher? According to all indications, it's in the same ballpark.<< Me: To model something and to reproduce it are not the same thing. Simulating weather or nuclear detonations is not equal to creating those real-world phenomena, and similarly a computer containing a detailed model of the brain would not necessarily be thinking like a brain or acting on its thoughts.
A big problem for AI, and one that gets little notice in this book, is that nobody has any idea how to program conscious awareness into a machine. That doesn't mean it can never be done, but it does raise doubts about assertions that it will or must occur as more complex circuits get laid down on chips in coming decades. Barrat often refers to AGIs and ASIs as "self aware" and his concerns center on such systems, having awakened, deciding that they have other objectives than the ones humans have programmed into them. One can imagine unconscious "intelligent" agents causing many problems (through glitches or relentless pursuit of some ill-considered programmed objective) but plotting against humanity seems like a job for an entity that knows that it and humans both exist.
Interestingly, though, Barrat offers the following dark scenario and sliver of hope:
>>I think our Waterloo lies in the foreseeable future, in the AI of tomorrow and the nascent AGI due out in the next decade or two. Our survival, if it is possible, may depend on, among other things, developing AGI with something akin to consciousness and human understanding, even friendliness, built in. That would require, at a minimum, understanding intelligent machines in a fine-grained way, so there'd be no surprises.<< Me: Note that some AI experts, such as Jeff Hawkins, have argued the opposite--that the very lack of human-like desires, such as for power and status, is why AI systems won't turn against their makers. It would be a not-so-small irony if efforts to make AIs more like us make them more dangerous.
Our Final Invention is a thought-provoking and valuable book. Even if its alarmism is overstated, as I suspect and hope, there is no denying that the subject Barrat addresses is one in which there is very little that can be said with confidence, and in which the consequences of being wrong are very high indeed.
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CancelReport - 5 out of 5 stars
Gripping and Informative, a Must-read
Reviewed in the United States on July 3, 2014As someone who struggles to finish books in their entirety, I found Our Final Invention by James Barrat highly readable, deeply informative, and utterly gripping. The book contains a powerful message: through competition, distrust, desire and curiosity, humans will inevitably create an artificial intelligence (AI) that rivals or surpasses our own. Thus, it is wise and necessary to invest now in mitigation efforts and potential safeguards -- increased research and advocacy for AI risk and, most importantly, producing friendly AI.
Barrat covers a lot of ground, but his main argument is summarized as follows: Currently, we humans regularly utilize narrow AI technology (technology capable of achieving specific, programmed goals through unassisted human computing -- Siri, Google search, IBM's Watson, etc). We are also experimenting with "black box" tools and techniques (programs where inputs and outputs are understood and measurable, but the processes in between aren't -- genetic algorithms/programming and software that writes better software) and artificial neural networking (ANN), as seen through efforts to reverse engineer the human brain. And, below the surface, there is an ongoing race between world powers (driven mainly by national security, defense, and international business interests) and guided by AI developers to develop and achieve artificial general intelligence (AGI) -- human-level artificial intelligence. The problem is that once AGI is achieved it will be very difficult to manage, and may very well result in the manifestation of artificial super intelligence (ASI) -- greater than human-level intelligence.
ASI could theoretically become thousands of times smarter than the smartest human being alive. It won't think like us, won't want to be ruled by us, and, most crucially, it won't want to be turned off. In fact, ASI would likely regard us as potential fuel for its quest to duplicate and improve itself exponentially in order to achieve its goals.
Throughout the book, Barrat refers to interesting psychological phenomena and concepts (such as the normalcy bias), while drawing on personal experiences, historic events, and interviews with computer programmers, inventors and philosophers, to tactfully illustrate how progress in AI development is dangerously rapid. Adequate checks and balances are not in place to deal with a non-ideal intelligence explosion or hard take-off (AGI quickly leading to ASI).
I highly recommend this book to anyone interested in learning about both human beings and the advancement of machines. I suspect that the prominence of AI, as a research field and topic for discussion, will only increase in time (it already has in recent years -- drones, smart technology, Wall Street high frequency trading (HFT), financial modeling), making Our Final Invention a valuable guide or stepping stone for anyone trying to understand our world and the path of the future.
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CancelReport - 3 out of 5 stars
Ok if you don't know anything about the subject
Reviewed in the United States on January 19, 2014If you don't know much about real-world AI research and/or you're totally unfamiliar with the nonfiction concerns about the risks it poses, then this book is a quick and easy read that will make you aware of the basics. However, the author is himself clearly non-technical and has a sensationalist style that feels too much like tabloid writing.
When I started reading it, I began bookmarking pages with passages that struck me as problematic. I thought I might write a short review on my wife's tech blog, or perhaps for LessWrong. But as I read further, I realized there were so many problem areas that I'd never bother to sit down and address them individually. Again, these problems would only matter to a technical audience -- experienced programmers, people with a more-than-passing-interest in AI, and so on.
This is my big problem with the book: It's a critically important subject which deserves better treatment than this. Barrat seems to understand the basic problem well enough, but much of the time I had the feeling his primary goal was hitting a page-count target. For example, most of the section about malware is largely irrelevant to the real problem, but it felt like one of the longer chapters in the book (I didn't bother to confirm this, that's just my impression). His TV documentary background shows at the start of each paragraph: each time I felt like I was coming back from a commercial break. He'll shoot somebody down in one chapter, then use that same person to support his argument in the next. He tosses around concepts like cognitive bias and logical fallacies apparently without realizing the book is mostly one big appeal to authority. There is a very good, very important story here waiting to be told. This book only scratches the surface.
I've been a programmer for 36 years. I played around AI-related things back in the late 80s, and I recently became interested in it again. I believe it has great promise, but I do agree that it is also terrifyingly dangerous (in the "existential-threat" sense), and that insufficient attention and respect is being given to the problem. For that reason I'm giving this three stars -- it is a tremendously important subject. If it wasn't for that, I'd probably be one of those "drive-by" one- or two-star "spammers" Barrat likes to rant about in his replies to less-than-fawning reviews.
If you're non-technical, buy it and read it, and don't stop here. If you're a technical type, hit up the LessWrong website as a good jumping-off point for learning more about what is really going on today. Many more technical people need to be thinking about this, concerned about this, and ultimately *doing something* about it.
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CancelReport - 5 out of 5 stars
AI Steadily Accelerating
Reviewed in the United States on November 5, 2024I read this book in 2013 when it was first published. It is now near the end of 2024, 12 years later. Back in 2013, you rarely read about AI (artificial intelligence), AGI (artificial general intelligence) or ASI (artificial super intelligence); now, I see mention of them in the press and other media almost daily.
Barrat's book attempts two things: (1) to convince the reader that artificial intelligence is here today and growing --- and its growth is accelerating, and (2) to argue that humanity MUST develop ways to instill AI with some type of morality or ethics, so that, even though its intelligence will surpass that of humanity, it will in some sense respect its creators and not turn on us. In the first effort, Barrat certainly succeeds --- the past 12 years have proved that. But, based on what I have been hearing and reading since ChatGPT hit the internet two years ago, except for a few voices crying out in the wilderness, humanity is making little if any progress on the second item --- perhaps that task is close to impossible?
Barrat defines AGI as a level of intelligence roughly equal to that of human beings. He defines ASI as a level of intelligence greater than that. He then argues that AI will soon be able to both replicate itself and increase its intelligence --- and do so more and more rapidly. In 2024, I repeatedly read that AI will reach AGI within the next 3 to 5 years --- then, how long will it be before AGI learns to improve itself? Think of intelligence measured by points on a continuum (like a number line from high school math). AGI (modern day human-level intelligence) is a fixed point on that continuum. But at what point, either somewhat smaller than AGI or somewhat larger than AGI, will AI, of its own accord, begin to move to higher and higher points on the continuum (which is what Barrat means by AI improving itself)? We have no way of knowing, but Barrat argues convincingly that this phenomenon WILL occur, and most of the book is devoted to this argument.
Digression: Our universe contains billions and billions of planets, and, I suspect, many with life, and, many of those with intelligent life. Won't a substantial number of them have gone through the AGI - ASI process? Is there no evidence of this that we can detect with our telescopes? In a universe populated with ASI's, why haven't we heard anything? Are we one of the first civilizations to develop artificial intelligence? Barrat doesn't open this Pandora's box, but I suspect he was tempted to (see pp. 90 - 92).
To the curious reader: Look through the other 5-star reviews. Most of them bring up similar, valid points. Barrat has written an intelligent, highly readable book that is also, frankly, pretty alarming. And it is not dated at all --- it reads as though it was written yesterday. It is well worth reading now and in the foreseeable future. (added in May 2025): Much of what Barrat predicts is happening. Some things are occurring or about to occur that move beyond his predictions. The curious person might read "Situational Awareness" (by Leopold Aschenbrenner), AI 2027, or Ray Kurzweil's latest effort. Floating in space without a tether might be preferable to what is coming.
Added Aug 10, 2025: With the recent release(s) of ChatGPT (up to version 5.0 now), AI can, by any reasonable measure, pass the Turing Test. Many folks regularly use ChatGPT, and it is truly stunning. Barrat mentions various individuals in OUR FINAL INVENTION, such as I.J. Good and Eliezer Yudkowsky, who have been deeply worried about AI evolving from AGI to ASI. Yudkowsky has written a new book, IF ANYONE BUILDS IT, EVERYONE DIES, that is due to come out next month. In some sense, it may serve as a sequel or extension to Barrat's book.
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CancelReport - 4 out of 5 stars
Our possible robotic future becoming more probable?
Reviewed in the United States on February 20, 2016The author is a film documentarian venturing into speculation about potential impacts of artificial intelligence from research to implementation. Specifically he evaluates likelihood and threats of developing AGI (Artificial General Intelligence) and eventually ASI (Artificial Strong Intelligence). His observations are based on extensive interviews including those with Kurzweil, Yudkowsky, Omohundro, Vinge, and Dyson among others.
My initial reaction to this book was skepticism because not a scientific technologist. I expected that he may miss more subtle but important technical steps being taken on this road to artificial intelligence (AI). The further I read the more it became clear he is providing some pointed observations derivative of his experience as interviewer for documentaries. In general his conclusion is that AGI and ASI constitute existential threats as a function of the rapidity and manner in which they are developed. The process of development is not clearly established because of a diversity of technical opinion regarding both feasibility and impact.
The range of opinion is very broad and nuanced. At one extreme is Ray Kurzweil whose many books on technology generally are most optimistic as among a group of those researchers with knowledge and experiences in this technological future. Though most optimistic he is also highly qualified not only as an analyst of tech trends but also developer of tech tools that, before his time, were regarded as difficult if not impossible. Among these is the optical character reader and some preliminary work leading to SIRI. He topped up his views with the most recent book “How to Create a Mind”. Though a summary of technical concepts it possesses many realistic elements in the work of such as Jurgen Schmidhueber and others working with neural nets.
If Kurzweil is at one extreme Yudkowsky and Vinge are probably at the other. Both express sceptism AGI or ASI development will prove benign venturing opinions that work toward artificial intelligence should be severely curtailed to the extent of stopping short of artificial strong intelligence (ASI) specifically.
In between these two extremes there are examples of opinions falling over a fairly wide range of future possibilities - increasingly probablities. The algorithmic avenue is already demonstrating some of the potential of AI. There are probably few finance and investment firms without one variation or the other of algorithmic high speed stock analysis and trading systems. These evince many elementary ingredients one may expect to see in future AI. So technically thorough as a matter of fact they operate relatively free of human interaction in producing recommendations for investments, effectively making ‘intelligent’, i.e. statistically valid, ‘decisions’.
In meantime the advances continue unrelenting toward a distant ASI/AGI future. The time frames, for example, between IBM Big Blue and Watson are shorter than forecast, and end products as powerful as planned and then some. Still neither of these developments is more than steps on a road to AI while also being quickly followed by other developments such as recently announced SYNAPSE development by IBM. All closer steps to technological ingredients on the AI road to human future.
There is some movement among AI researchers that a congress should be convened of the sort genetic researchers held in Asilomar California. That is, a convention to establish ground rules and limits on directions of AI research.
One of the cautions about development progress of AI-like tools is based on the important role played by DARPA (Defense Intelligence Research Projects Agency) as it provides a large percentage of funding for various projects underway including an annual robotics competition to observe advances approximating many human qualities of movement. Clearly this agency has a mission antithetical to a purely humane result of AGI/ASI. After all DARPA is in the business of developing ‘weapons’ for military use – a not altogether benign mission in technology except perhaps as seen from point of view men at arms.
The author mentions impact ASI and AGI will have on employment. His pessimism is mirrored in an Oxford University study concluding advancing tech developments pose an explicit threat to an estimated 47% of the 702 employment categories of the US Department of Commerce. While this report is an estimate it nonetheless raises the same sort of questions about computers in general, ASI and AGI in particular, and their impact on society. The report has recently been augmented with estimates of tech influence on employment in many other countries of the world.
Another Oxford author is John Bostrom who outlines in great detail a road from our present to some future of AGI/ASI. A more recent development centers around Musk and Tegmark motivated by concern to fund and form an institute for evaluating threats and benefits. There is a persistent sense of threat from computers, automation and robotics dating from decades before the present. More recently this sense of threat seems to be accelerating concern about our human future with highly developed robotic associates. Barratt is a lucid presentation of the issues from a non-technical point of view.
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CancelReport - 5 out of 5 stars
Great introductory insight into a frightening and timely topic
Reviewed in the United States on December 21, 2015I'm an interested layman of this topic, and I found this book to be engaging, timely, and informative. That's the trifecta as far as I'm concerned with nonfiction science books like this. And there are enough supporting notes for further research if you'd like. Know, though, that as comprehensive as this book tries to be, it's an introductory work written by an outsider to the field.
Barrat claims throughout to be doing a service to humanity by trying to raise awareness in the general population about the dangers of artificial superintelligence (ASI). Be warned: he does not get bogged down in too much technical talk; instead, he approaches the subject from who he is: he's a documentary film maker. When I read this in the first few pages of the book I was startled, because I did not realize this when I bought the book, and I was hesitant about going forward. After all, I figured, he's not a writer, he's a filmmaker. What can he know about this subject?
But, fear not, Barrat pulls it off. Because, it seems to me, precisely because he is a documentary filmmaker. He approaches his writing like he would a documentary film. He's read widely and deeply on the subject, he's interviewed experts in the field, and he's gone to many different expert conferences; now he's reporting on what the experts think and what he's learned. He's painting pieces of a canvas to portray the whole story.
Topics Barrat ranges over as he tells this story include genetic algorithms, genetic programming, machine learning, and the singularity; and also nanotechnology and robotics/transhumanism, because these both are inextricably linked to the topic of AI. The big, scary issue in AI that he keeps coming back to are the four drives that any self-aware, self-improving, goal-seeking system will have: efficiency, self-protection, resource acquisition, and creativity. A knowledgeable layman will realize right away that those four drives--embedded in a machine that can "think" a thousand times faster than the smartest human being--means we could be building something that we cannot ultimately control.
His descriptions of genetic programming are particularly frightening. Code is programmed to solve a problem (input); problem gets solved (output); no one knows exactly how the machine solved the problem.
Barrat lays out a convincing case: we humans have some choices to make about the machines we make. Let's hope it's not too late.
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CancelReport - 5 out of 5 stars
Essential Reading for AI Entrepreneurs, Scientists and Technologists
Reviewed in the United States on January 16, 2014It is essential that we develop technologies with full awareness of their potential consequences. As the founder and CEO of one of the "stealth-mode" startups described in this book, I have asked every member of my team to read this book. [Full Disclosure: Mr. Barrat and I spoke in March 2012 as part of his research. N.B. I am grateful that I am not mentioned, nor is my company.]
Barrat's work reminds me of a book that greatly influenced me as child: "New Prometheans" by Robert S. De Ropp (1973). Like De Ropp's dystopian predictions for nuclear energy, bioengineering and computerized automation, Barrat believes that artificial intelligence poses an existential threat to the human species. Forty years after De Ropp's dire predictions, we live in a world where bioengineering has drastically reduced starvation, computerized automation has driven global wealth and nuclear power has been all but abandoned in most countries.
Although I disagree with Mr. Barrat's conclusions, he provides valuable insights into the worst-case scenarios for artificial intelligence. His astute observations that, without a model for regulation and control, engineered intelligence will likely supplant biological intelligence -- precisely because human's won't have the capacity to understand it. Moreover, he builds upon the theme that "Evolution favors the first, not the best." A maxim that is evident every time you turn on a Windows computer. Bad often wins in the marketplace -- especially if it is first and spreads faster than competitors can respond.
Barrat is also correct in stating that we lack a "general theory of intelligence" that accounts for the emergence of consciousness and autonomic learning. However, we are close. The evolution of AI is likely to follow a path similar to aircraft. Just as a couple of "hackers" (the Wright brothers) applied an internal combustion engine to harness the power of Bernoulli's principle to fly the first airplane, it is equally likely that a couple engineers in a garage will find ways to combine neuroscience with computational physics to enable machine to become "self-aware."
Just as there are many forms of human intelligence, there will likely be many forms of machine intelligence. Just as the intelligence of a species is largely determined by its physiology (e.g., dogs, humans, etc.), the intelligence of machines will be influenced by their physical forms. And just as ecosystems regulate the dominance of any one form of intelligence (species) with environmental factors, it is likely that competition among AI paradigms will reach a homeostasis. How humans will fit into the AI ecosystem is entirely dependent upon our engineering intent.
This book does a great job making the public more aware of the potential benefits, threats and implications of how AI will change our lives. Only through such awareness can we control the path of our destiny to co-evolve with AI. Barrat's work is an excellent companion to balance the predictable evangelism by Ray Kurtzweil and the Singularity and transhumanism enthusiasts.
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Caio Dias5 out of 5 starsExcellent
Reviewed in Brazil on November 7, 2019The author uses very convincing arguments. There is no doubt that we are in front of a very scary scenario.
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Villebois5 out of 5 starsUne RÉVÉLATION Vitale
Reviewed in France on August 27, 2014Pour tout ceux à qui le terme SINGULARITÉ ou HUMANITÉ 2.0 dit quelque chose, la lecture de ce livre est indispensable pour mieux appréhender toutes les implications et conséquences qu'amènera l'émergence inéluctable d'ici quelques petites décennies d'une AI "Articial Intelligence" : l'auteur à juste titre exprime de façon très bien argumentée et documentée toutes ses craintes que cette AI ne soit pas aussi amicale et docile qu'on veut bien nous le faire croire si ceux qui la créeront ne prennent beaucoup plus de précautions qu'ils ne semblent vouloir en prendre actuellement dans sa création
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堂垣外弘忠5 out of 5 stars感情的!は冷静ではないのか?
Reviewed in Japan on May 27, 2016大変衝撃的な内容で、今まで人類を滅ぼすものは、人類自体か、何らかの実態を持った生物だけだと考えてきましたが、この本を読むと、どうやら、それは間違いのようで、機械(人工知能)やウイルス等の情報もターミネータになりうるようである。
また、従来、とかく、感情的にならず、冷静に対応すれば紛争を回避可能と考えがちであるが、人工知能も地味魍魎が跳梁跋扈するネットジャングルに放り出されると感情的になることを考慮すると、感情的対応は、意外と、生き馬の目を抜き社会では、長期的視点に立った冷静な対応であると考えざるを得ないのである。
さらに、本書には、有害ソフトのほとんどが、紹興市周辺由来であること、米国とイスラエルがイランのウラン濃縮設備破壊のために送り込んだモンスター級のコンピュータウイルスが世界に拡散したことが紹介されており、その後が懸念されるところである。
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Christoph Liebelt5 out of 5 starsAn Essential Read
Reviewed in Germany on October 19, 2025"Our Final Invention: Artificial Intelligence and the End of the Human Era" by James Barrat is an excellent book offering essential warnings and explanations about AI.

"Our Final Invention: Artificial Intelligence and the End of the Human Era" by James Barrat is an excellent book offering essential warnings and explanations about AI.
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Amazon Customer5 out of 5 starsAn eye opener for humanity
Reviewed in India on April 2, 2022An eye opener After waiting for almost 1 month for the book I m utterly happy to read it. Just gives a experience how wonderfully James Barratt had presented the senarior where humanity is walking towards. Really thrilling and where humanity is heading towards if we don't think of our next generation for humanity
5 out of 5 starsAn eye opener for humanity
Reviewed in India on April 2, 2022An eye opener After waiting for almost 1 month for the book I m utterly happy to read it. Just gives a experience how wonderfully James Barratt had presented the senarior where humanity is walking towards. Really thrilling and where humanity is heading towards if we don't think of our next generation for humanity
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