In his essay, Hansonfocuses on the economics of the singularity. As a result, he produces spectacular insights while avoiding much of the distracting weirdness. And yet weirdness necessarily leaks into the latter part of his discussion (even leaving Digital Gaia possibilities aside). AI at the human level would be a revolution in our worldview, but we can already create human-level intelligences; it takes between nine months and 21 years, depending on whom you're talking to. The consequences of creating human-level artificial intelligence would be profound, but it would still be explainable to present-day humans like you and me.
But what happens a year or two after that? The best answer to the question, ”Will computers ever be as smart as humans?” is probably ”Yes, but only briefly.”
For most of us, the hard part is believing that machines could ever reach parity. If that does happen, then the development of superhuman performance seems very likely--and that is the singularity. In its simplest form, this might be achieved by ”running the processor clock faster” on machines that were already at human parity. I call such creatures ”weakly superhuman,” since they should be understandable if we had enough time to analyze their behavior. Assuming Moore's Law muddles onward, minds will become steadily smarter. Would economics still be an important driver? Economics arises from limitations on resources. Personally, I think there will always be such limits, if only because Mind's reach will always exceed its grasp. However, what is scarce for the new minds and how they deal with that scarcity will be mostly opaque to us.
The period when economics could help us understand the new minds might last decades, perhaps corresponding to what Brooks describes as ”a period, not an event.” I'd characterize such a period as a soft takeoff into the singularity. Toward the end, the world would be seriously strange from the point of view of unenhanced humans.
A soft takeoff might be as gentle as changes that humanity has encountered in the past. But I think a hard takeoff is possible instead: perhaps the transition would be fast. One moment the world is like 2008, perhaps more heavily networked. People are still debating the possibility of the singularity. And then something...happens. I don't mean the accidental construction that Brooks describes. What I'm thinking of would probably be the result of intentional research, perhaps a group exploring the parameter space of their general theory. One of their experiments finally gets things right. The result transforms the world--in just a matter of hours. A hard takeoff into the singularity could resemble a physical explosion more than it does technological progress.
I base the possibility of hard takeoff partly on the known potential of rapid malcode (remember the Slammer worm?) but also on an analogy: the most recent event of the magnitude of the technological singularity was the rise of humans within the animal kingdom. Early humans could effect change orders of magnitude faster than other animals could. If we succeed in building systems that are similarly advanced beyond us, we might experience a similar incredible runaway.
Whether the takeoff is hard or soft, the world beyond the singularity contains critters who surpass natural humans in just the ability that has so empowered us: intelligence. In human history, there have been a number of radical technological changes: the invention of fire, the development of agriculture, the Industrial Revolution. One might reasonably apply the term singularity to these changes. Each has profoundly transformed our world, with consequences that were largely unimagined beforehand. And yet those consequences could have been explained to earlier humans. But if the transformation discussed in this issue of Spectrum occurs, the world will become intrinsically unintelligible to the likes of us. (And that is why ”singularity,” as in ”black hole singularity of physics,” is the cool metaphor here.) If the singularity happens, we are no longer the apex of intellect. There will be superhumanly intelligent players, and much of the world will be to their design. Explaining that to one of us would be like trying to explain our world to a monkey.
Both Horgan and Nordmann express indignation that singularity speculation distracts from the many serious, real problems facing society. This is a reasonable position for anyone who considers the singularity to be bogus, but some form of the point should also be considered by less skeptical persons: if the singularity happens, the world passes beyond human ken. So isn't all our singularity chatter a waste of breath? There are reasons, some minor, some perhaps very important, for interest in the singularity. The topic has the same appeal as other great events in natural history (though I am more comfortable with such changes when they are at a paleontological remove). More practically, the notion of the singularity is simply a view of progress that we can use--along with other, competing, views--to interpret ongoing events and revise our local planning. And finally: if we are in a soft takeoff, then powerful components of superintelligence will be available well before any complete entity. Human planning and guidance could help avoid ghastliness, or even help create a world that is too good for us naturals to comprehend.
Horgan concludes that ”the singularity is a religious rather than scientific vision.” Brooks is more mellow, seeing ”commonalities with religious beliefs” in many enthusiasts' ideas. I argue against Horgan's conclusion, but Brooks's observation is more difficult to dispute. If there were no other points to discuss, then those commonalities would be a powerful part of the skeptics' position. But there are other, more substantive arguments on both sides of the issue.
And of course, the spirituality card can be played against both skeptics and enthusiasts: Consciousness, intelligence, self-awareness, emotion--even their definitions have been debated since forever, by everyone from sophomores to great philosophers. Now, because of our computers, the applications that we are attempting, and the tools we have for observing the behavior of living brains, there is the possibility of making progress with these mysteries. Some of the hardest questions may be ill-posed, but we should see a continuing stream of partial answers and surprises. I expect that many successes will still be met by reasonable criticism of the form ”Oh, but that's not really what intelligence is about” or ”That method of solution is just an inflexible cheat.” And yet for both skeptics and enthusiasts, this is a remarkable process. For the skeptic, it's a bit like subtractive sculpture, where step-by-step, each partial success is removing more dross, closing in on the ineffable features of Mind--a rather spiritual prospect! Of course, we may remove and remove and find that ultimately we are left with nothing but a pile of sand--and devices that are everything we are, and more. If that is the outcome, then we've got the singularity.
About the Author
VERNOR VINGE, who wraps up this issue, first used the term singularity to refer to the advent of superhuman intelligence while on a panel at the annual conference of the Association for the Advancement of Artificial Intelligence in 1982. Three of his books— A Fire Upon the Deep (1992), A Deepness in the Sky (1999), and Rainbows End (2006)—won the Hugo Award for best science-fiction novel of the year. From 1972 to 2000, Vinge taught math and computer science at San Diego State University.
To Probe Further
Vernor Vinge, ”The Coming Technological Singularity,” Vision-21 Symposium, NASA Lewis Research Center and the Ohio Aerospace Institute, 30 to 31 March 1993.
Vernor Vinge, ”What If the Singularity Does NOT Happen,” Seminars About Long-Term Thinking, the Long Now Foundation, 15 February 2007; see also theLong Now seminars, which are a wonderful resource for anyone who is interested in the long-term welfare of civilization.
Gordon E. Moore, ”Cramming More Components Onto Integrated Circuits,” Electronics , 19 April 1965. The accompanying illustration is an unsung virtue of the piece: clever, funny—and illustrating the limitations of even the most successful trend projections.
”International Technology Roadmap for Semiconductors,” 2007 edition, Executive Summary.
Hans Moravec, Mind Children , Harvard University Press, 1988.
DARPA solicitation, ”Cognitive Technology Threat Warning System (CT2WS) Frequently Asked Questions,” 8 April 2007.
Theodore W. Berger et al., ”Brain-Implantable Biomimetic Electronics as a Neural Prosthesis for Hippocampal Memory Function,” in Toward Replacement Parts for the Brain , Berger and Glanzman, eds., MIT Press, 2005.
David Moore et al., ”The Spread of the Sapphire/Slammer Worm,” 2003.
J. Storrs Hall, Beyond AI: Creating the Conscience of the Machine , Prometheus Books, 2007. Hall discusses strategies for reaching a favorable outcome in a soft takeoff.
For more articles, videos, and special features, go to The Singularity Special Report.







