LIFE 3.0: Being Human in the Age of Artificial Intelligence

Max Tegmark’s latest book, LIFE 3.0: Being Human in the Age of Artificial Intelligence, is an enthralling journey into the future, when the developments in artificial intelligence create a new type of lifeform on Earth.

Tegmark proposes to classify life in three stages. Life 1.0, unintelligent life, is able to change its hardware and improve itself only through the very slow and blind process of natural evolution. Single cell organisms, plants and simple animals are in this category. Life 2.0 is also unable to change its hardware (excepto through evolution, as for Life 1.0) but can change its software, stored in the brains, by using previous experience to learn new behaviors. Higher animals and humans, in particular, belong here. Humans can now, up to a limited point, change their hardware (through prosthetics, cellphones, computers and other devices) so they could also be considered now Life 2.1.

Life 3.0 is the new generation of life, which can change both its software and its hardware. The ability to change the computational support (i.e., the physical basis of computation) results from technological advances, which will only accelerate with the advent of Artificial General Intelligence (AGI). The book is really about the future of a world where AGI enables humanity to create a whole range of new technologies, and expand new forms of life through the cosmos.

The riveting prelude, The Tale of the Omega Team, is the story of the group of people who “created” the first intelligence explosion on planet Earth makes this a “hard-to-put-down” book.  The rest of the book goes through the consequences of this intelligence explosion, a phenomenon the author believes will undoubtedly take place, sooner or later. Chapter 4 focus on the explosion proper, and on how it could happen. Chapter 5, appropriately titled “Aftermath: The Next 10,000 Years” is one of the most interesting ones, and describes a number of long term scenarios that could result from such an event. These scenarios range from a benevolent and enlightened dictatorship (by the AI) to the enslaved God situation, where humanity keeps the AI in chains and uses it as a slave to develop new technologies, inaccessible to unaided humanity’s simpler minds. Always present, in these scenarios, are the risks of a hostile takeover by a human-created AGI, a theme that this book also addresses in depth, following on the ideas proposed by Nick Bostrom, in his book Superintelligence.

Being a cosmologist, Tegmark could not leave out the question of how life can spread through the Cosmos, a topic covered in depth in chapter 6, in a highly speculative fashion. Tegmark’s view is, to say the least, grandiose, envisaging a future where AGI will make it possible to spread life through the reachable universe, climbing the three levels of the Kardashev scale. The final chapters address (in a necessarily more superficial manner) the complex topics of goal setting for AI systems and artificial (or natural) consciousness. These topics somehow felt less well developed and more complete and convincing treatments can be found elsewhere. The book ends with a description of the mission of the Future of Life Institute, and the Asilomar AI Principles.

A book like this cannot leave anyone indifferent, and you will be likely to take one of two opposite sides: the optimistis, with many famous representatives, including Elon Mush, Stuart Russel and Nick Bostrom, who believe AGI can be developed and used to make humanity prosper; or the pessimists , whose more visible member is probably Yuval Noah Harari, who has voiced very serious concerns about technology developments in his book Homo Deus and in this review of Life 3.0.


Consciousness: Confessions of a Romantic Reductionist

Christoph Koch, the author of “Consciousness: Confessions of a Romantic Reductionist”  is not only a renowned researcher in brain science but also the president of the Allen Institute for Brain Science, one of the foremost institutions in brain research. What he has to tell us about consciousness, and how he believes it is produced by the brain is certainly of great interest for anyone interested in these topics.

However, the book is more that just another philosophical treatise on the issue of consciousness, as it is also a bit of an autobiography and an open window on Koch’s own consciousness.

With less than 200 pages (in the paperback edition), this book is indeed a good start for those interested in the centuries-old problem of the mind-body duality and how a physical object (the brain) creates such an ethereal thing as a mind. He describes and addresses clearly the central issue of why there is such a thing as consciousness in humans, and how it creates self-awareness, free-will (maybe) and the qualia that characterize the subjective experiences each and (almost) every human has.

In Koch’s view, consciousness is not a thing that can be either on or off. He ascribes different levels of consciousness to animals and even to less complex creatures and systems. Consciousness, he argues, is created by the fact that very complex systems have a high dimensional state space, creating a subjective experience that corresponds to each configuration of this state space. In this view, computers and other complex systems can also exhibit some degree of consciousness, although much smaller than living entities, since they are much less complex.

He goes on to describe several approaches that have aimed at elucidating the complex feedback loops existing in brains, which have to exist in order to create these complex state spaces. Modern experimental techniques can analyze the differences between awake (conscious) and asleep (unconscious) brains, and learn from these differentes what exactly does create consciousness in a brain.

Parts of the book are more autobiographical, however. He describes not only his life-long efforts to address these questions, many of them developed together with Francis Crick, who remains a reference to him, as a scientist and as a person. The final chapter is more philosophical, and addresses other questions for which we have no answer yet, and may never have, such as “Why there is something instead of nothing?” or “Did an all powerful God create the universe, 14 billions year ago, complete with the laws of physics, matter and energy, or is this God simply a creation of man?”.

All in all, excellent reading, accessible to anyone interested in the topic but still deep and scientifically exact.

IEEE Spectrum special issue on whether we can duplicate a brain

Maybe you have read The Digital Mind or The Singularity is Near, by Ray Kurzweil, or other similar books, thought it all a bit farfetched, and wondered whether the authors are bonkers or just dreamers.

Wonder no more. The latest issue of the flagship publication of the Institute for Electrical and Electronic Engineers, IEEE Spectrum , is dedicated to the interesting and timely question of whether we can copy the brain, and use it as blueprint for intelligent systems.  This issue, which you can access here, includes many interesting articles, definitely worth reading.

I cannot even begin to describe here, even briefly, the many interesting articles in this special issue, but it is worthwhile reading the introduction, on the perspective of near future intelligent personal assistants or the piece on how we could build an artificial brain right now, by Jennifer Hasler.

Other articles address the question on how expensive, computationally, is the simulation of a brain at the right level of abstraction. Karlheinz Meier’s article on this topic explains very clearly why present day simulations are so slow:

“The big gap between the brain and today’s computers is perhaps best underscored by looking at large-scale simulations of the brain. There have been several such efforts over the years, but they have all been severely limited by two factors: energy and simulation time. As an example, consider a simulation that Markus Diesmann and his colleagues conducted several years ago using nearly 83,000 processors on the K supercomputer in Japan. Simulating 1.73 billion neurons consumed 10 billion times as much energy as an equivalent size portion of the brain, even though it used very simplified models and did not perform any learning. And these simulations generally ran at less than a thousandth of the speed of biological real time.

Why so slow? The reason is that simulating the brain on a conventional computer requires billions of differential equations coupled together to describe the dynamics of cells and networks: analog processes like the movement of charges across a cell membrane. Computers that use Boolean logic—which trades energy for precision—and that separate memory and computing, appear to be very inefficient at truly emulating a brain.”

Another interesting article, by Eliza Strickland, describes some of the efforts that are taking place to use  reverse engineer animal intelligence in order to build true artificial intelligence , including a part about the work by David Cox, whose team trains rats to perform specific tasks and then analyses the brains by slicing and imaging them:

“Then the brain nugget comes back to the Harvard lab of Jeff Lichtman, a professor of molecular and cellular biology and a leading expert on the brain’s connectome. ­Lichtman’s team takes that 1 mm3 of brain and uses the machine that resembles a deli slicer to carve 33,000 slices, each only 30 nanometers thick. These gossamer sheets are automatically collected on strips of tape and arranged on silicon wafers. Next the researchers deploy one of the world’s fastest scanning electron microscopes, which slings 61 beams of electrons at each brain sample and measures how the electrons scatter. The refrigerator-size machine runs around the clock, producing images of each slice with 4-nm resolution.”

Other approaches are even more ambitious. George Church, a well-known researcher in biology and bioinformatics, uses sequencing technologies to efficiently obtain large-scale, detailed information about brain structure:

“Church’s method isn’t affected by the length of axons or the size of the brain chunk under investigation. He uses genetically engineered mice and a technique called DNA bar coding, which tags each neuron with a unique genetic identifier that can be read out from the fringy tips of its dendrites to the terminus of its long axon. “It doesn’t matter if you have some gargantuan long axon,” he says. “With bar coding you find the two ends, and it doesn’t matter how much confusion there is along the way.” His team uses slices of brain tissue that are thicker than those used by Cox’s team—20 μm instead of 30 nm—because they don’t have to worry about losing the path of an axon from one slice to the next. DNA sequencing machines record all the bar codes present in a given slice of brain tissue, and then a program sorts through the genetic information to make a map showing which neurons connect to one another.”

There is also a piece on the issue of AI and consciousness, where Christoph Koch and Giulio Tononi describe their (more than dubious, in my humble opinion) theory on the application of Integrated Information Theory to the question of: can we quantify machine consciousness?

The issue also includes interesting quotes and predictions by famous visionairies, such as Ray Kurzweil, Carver Mead, Nick Bostrom, Rodney Brooks, among others.

Images from the special issue of IEEE Spectrum.

Homo Deus: A Brief History of Tomorrow

Homo Deus, the sequel to the wildly successful hit Sapiens, by Yuval Harari, aims to chronicle the history of tomorrow and to provide us with a unique and dispassionate view of the future of humanity. In Homo Deus, Harari develops further the strongest idea in Sapiens, the idea that religions (or shared fictions) are the reason why humanity came to dominate the world.

Many things are classified by Harari as religions, from the traditional ones like Christianism, Islamism or Hinduism, to other shared fictions that we tend not to view as religions, such as countries, money, capitalism, or humanism. The ability to share fictions, such as these, created in Homo sapiens the ability to coordinate enormous numbers of individuals in order to create vast common projects: cities, empires and, ultimately, modern technology. This is the idea, proposed in Sapiens, that Harari develops further in this book.

Harari thinks that, with the development of modern technology, humans will doggedly pursue an agenda consisting of three main goals: immortality, happiness and divinity. Humanity will try to become immortal, to live in constant happiness and to be god-like in its power to control nature.

The most interesting part of the book is in middle, where Harari analyses, in depth, the progressive but effective replacement of ancient religions by the dominant modern religion, humanism. Humanism, the relatively recent idea that there is a unique spark in humans, that makes human life sacred and every individual unique. Humanism therefore believes that meaning should be sought in the individual choices, views, and feelings, of humans, replaced almost completely traditional religions (some of them with millennia), which believed that meaning was to be found in ancient scriptures or “divine” sayings.

True, many people still believe in traditional religions, but with the exception of a few extremist sects and states, these religions plays a relatively minor role in conducting the business of modern societies. Traditional religions have almost nothing to say about the key ideas that are central to modern societies, the uniqueness of the individual and the importance of the freedom of choice, ideas that led to our current view of democracies and ever-growing market-oriented economies. Being religious, in the traditional sense, is viewed as a personal choice, a choice that must exist because of the essential humanist value of freedom of choice.

Harari’s description of the humanism schism, into the three flavors of liberal humanism, socialist humanism, and evolutionary humanism (Nazism and other similar systems), is interesting and entertaining. Liberal humanism, based on the ideals of free choice, capitalism, and democracy, has been gaining the upper hand in the twentieth century, with occasional relapses, over socialism or enlightened dictatorships.

The last part of the book, where one expects Harari to give us a hint of what may come after humanism, once technology creates systems and machines that make humanist creeds obsolete, is rather disappointing. Instead of presenting us with the promises and threats of transhumanism, he clings to common clichés and rather mundane worries.

Harari firmly believes that there are two types of intelligent systems: biological ones, which are conscious and have, possibly, some other special properties, and the artificial ones, created by technology, which are not conscious, even though they may come to outperform humans in almost every task. According to him, artificial systems may supersede humans in many jobs and activities, and possibly even replace humans as the intelligent species on Earth, but they will never have that unique spark of consciousness that we, humans, have.

This belief leads to two rather short-sighted final chapters, which are little more than a rant against the likes of Facebook, Google, and Amazon. Harari is (and justifiably so) particularly aghast with the new fad, so common these days, of believing that every single human experience should go online, to make shareable and give it meaning. The downsize is that this fad provides data to the all-powerful algorithms that are learning all there is to know about us. I agree with him that this is a worrying trend, but viewing it as the major threat of future technologies is a mistake. There are much much more important issues to deal with.

It is not that these chapters are pessimistic, even though they are. It is that, unlike in the rest of Homo Deus (and in Sapiens), in these last chapters Harari’s views seem to be locked inside a narrow and traditionalist view of intelligence, society, and, ultimately, humanity.

Other books, like SuperintelligenceWhat Technology Wants or The Digital Mind provide, in my opinion, much more interesting views on what a transhumanist society may come to be.

The Digital Mind: How Science is Redefining Humanity

Following the release in the US,  The Digital Mind, published by MIT Press,  is now available in Europe, at an Amazon store near you (and possibly in other bookstores). The book covers the evolution of technology, leading towards the expected emergence of digital minds.

Here is a short rundown of the book, kindly provided by yours truly, the author.

New technologies have been introduced in human lives at an ever increasing rate, since the first significant advances took place with the cognitive revolution, some 70.000 years ago. Although electronic computers are recent and have been around for only a few decades, they represent just the latest way to process information and create order out of chaos. Before computers, the job of processing information was done by living organisms, which are nothing more than complex information processing devices, created by billions of years of evolution.

Computers execute algorithms, sequences of small steps that, in the end, perform some desired computation, be it simple or complex. Algorithms are everywhere, and they became an integral part of our lives. Evolution is, in itself, a complex and long- running algorithm that created all species on Earth. The most advanced of these species, Homo sapiens, was endowed with a brain that is the most complex information processing device ever devised. Brains enable humans to process information in a way unparalleled by any other species, living or extinct, or by any machine. They provide humans with intelligence, consciousness and, some believe, even with a soul, a characteristic that makes humans different from all other animals and from any machine in existence.

But brains also enabled humans to develop science and technology to a point where it is possible to design computers with a power comparable to that of the human brain. Artificial intelligence will one day make it possible to create intelligent machines and computational biology will one day enable us to model, simulate and understand biological systems and even complete brains with unprecedented levels of detail. From these efforts, new minds will eventually emerge, minds that will emanate from the execution of programs running in powerful computers. These digital minds may one day rival our own, become our partners and replace humans in many tasks. They may usher in a technological singularity, a revolution in human society unlike any other that happened before. They may make humans obsolete and even a threatened species or they make us super-humans or demi-gods.

How will we create these digital minds? How will they change our daily lives? Will we recognize them as equals or will they forever be our slaves? Will we ever be able to simulate truly human-like minds in computers? Will humans transcend the frontiers of biology and become immortal? Will humans remain, forever, the only known intelligence in the universe?


In memoriam of Raymond Smullyan: An unfortunate dualist

Mind-body Dualists believe there are two different realms that define us. One is the physical realm, well studied and understood by the laws of physics, while the other one is the non-physical realm, where our selves exist. Our essence, our soul, if you want, exists in this non-physical realm, and it interacts and controls our physical body through some as yet unexplained mechanism. Most religions are based on a dualist theory, including Christianity, Islam, and Hinduism.

On the other side of the discussion are Monists, who do not believe in the existence of dual realities.  The term monism is used to designate the position that everything is either mental (idealism) or that everything is physical (materialism).

Raymond Smullyan, deceased two days ago (February 10th, 2017),


had a clear view on dualism, which he makes clear in this history, published in his book This book needs no title.

An Unfortunate Dualist

Once upon a time there was a dualist. He believed that mind and matter are separate substances. Just how they interacted he did not pretend to know-this was one of the “mysteries” of life. But he was sure they were quite separate substances. This dualist, unfortunately, led an unbearably painful life-not because of his philosophical beliefs, but for quite different reasons. And he had excellent empirical evidence that no respite was in sight for the rest of his life. He longed for nothing more than to die. But he was deterred from suicide by such reasons as: (1) he did not want to hurt other people by his death; (2) he was afraid suicide might be morally wrong; (3) he was afraid there might be an afterlife, and he did not want to risk the possibility of eternal punishment. So our poor dualist was quite desperate.

Then came the discovery of the miracle drug! Its effect on the taker was to annihilate the soul or mind entirely but to leave the body functioning exactly as before. Absolutely no observable change came over the taker; the body continued to act just as if it still had a soul. Not the closest friend or observer could possibly know that the taker had taken the drug, unless the taker informed him. Do you believe that such a drug is impossible in principle? Assuming you believe it possible, would you take it? Would you regard it as immoral? Is it tantamount to suicide? Is there anything in Scriptures forbidding the use of such a drug? Surely, the body of the taker can still fulfill all its responsibilities on earth. Another question: Suppose your spouse took such a drug, and you knew it. You would know that she (or he) no longer had a soul but acted just as if she did have one. Would you love your mate any less?

To return to the story, our dualist was, of course, delighted! Now he could annihilate himself (his soul, that is) in a way not subject to any of the foregoing objections. And so, for the first time in years, he went to bed with a light heart, saying: “Tomorrow morning I will go down to the drugstore and get the drug. My days of suffering are over at last!” With these thoughts, he fell peacefully asleep.

Now at this point a curious thing happened. A friend of the dualist who knew about this drug, and who knew of the sufferings of the dualist, decided to put him out of his misery. So in the middle of the night, while the dualist was fast asleep, the friend quietly stole into the house and injected the drug into his veins. The next morning the body of the dualist awoke-without any soul indeed-and the first thing it did was to go to the drugstore to get the drug. He took it home and, before taking it, said, “Now I shall be released.” So he took it and then waited the time interval in which it was supposed to work. At the end of the interval he angrily exclaimed: “Damn it, this stuff hasn’t helped at all! I still obviously have a soul and am suffering as much as ever!”

Doesn’t all this suggest that perhaps there might be something just a little wrong with dualism?

Raymond M. Smullyan

How to create a mind

Ray Kurzweil’s latest book, How to Create a Mind, published in 2012, is an interesting read and shows some welcome change on his views of science and technology. Unlike some of his previous (and influntial) books, including The Singularity is Near, The Age of Spiritual Machines and The Age of Intelligent Machines, the main point of this book is not that exponential technological development will bring in a technological singularity in a few decades.


True, that theme is still present, but takes second place to the main theme of the book, a concrete (although incomplete) proposal to build intelligent systems that are inspired in the architecture of the human neocortex.

Kurzweil main point in this book is to present a model of the human neocortex, what he calls The Pattern Recognition Theory of the Mind (PRTM). In this theory, the neocortex is simply a very powerful pattern recognition system, built out of about 300 million (his number, not mine) similar pattern recognizers. The input from each of these recognizers can come from either external inputs, through the senses, or from the older parts (evolutionary speaking) of the brain, or from the output of other pattern recognizers in the neocortex. Each recognizer is relatively simple, and can only recognize a simple pattern (say the word APPLE) but, through complex interconnections with other recognizers above and below, it makes possible all sorts of thinking and abstract reasoning.

Each pattern consists, in its essence, in a short sequence of symbols, and is connected, through bundles of axons, to the actual place in the cortex where these symbols are activated, by another pattern recognizer. In most cases, the memories these recognizers represent must be accessed in a specific order. He gives the example that very few persons can recite the alphabet backwards, or even their social security number, which is taken as evidence of the sequential nature of operation of these pattern recognizers.

The key point of the book is that the actual algorithms used to build and structure a neocortex may soon become well understood, and used to build intelligent machines, embodied with true strong Artificial Intelligence. How to Create a Mind falls somewhat short of the promise in the subtitle, The Secret of Human Thought Revealed, but still makes for some interesting reading.