The Age of Spiritual Machines: When Computers Exceed Human Intelligence (8 page)

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Authors: Ray Kurzweil

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BOOK: The Age of Spiritual Machines: When Computers Exceed Human Intelligence
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Based on this, some observers are quick to predict the demise of the exponential growth of computing.
But the growth predicted by the Law of Accelerating Returns is an exception to the frequently cited limitations to exponential growth. Even a catastrophe, as apparently befell our reptilian cohabitants in the late Cretaceous period, only sidesteps an evolutionary process, which then picks up the pieces and continues unabated (unless the entire process is wiped out). An evolutionary process accelerates because it builds on its past achievements, which includes improvements in its own means for further evolution. In the evolution of life-forms, in addition to DNA-based genetic coding, the innovation of sexual reproduction provided for improved means of experimenting with diverse characteristics within an otherwise homogenous population. The establishment of basic body plans of modern animals in the “Cambrian explosion,” about 570 million years ago, allowed evolution to concentrate on higher-level features such as expanded brain function. The inventions of evolution in one era provide the means, and often the intelligence, for innovation in the next.
The Law of Accelerating Returns applies equally to the evolutionary process of computation, which inherently will grow exponentially and essentially without limit.
The two resources it needs-the growing order of the evolving technology itself and the chaos from which an evolutionary process draws its options for further diversity

are unbounded.
Ultimately, the innovation needed for further turns of the screw will come from the machines themselves.
How will the power of computing continue to accelerate after Moore’s Law dies? We are just beginning to explore the third dimension in chip design. The vast majority of today’s chips are flat, whereas our brain is organized in three dimensions. We live in a three-dimensional world, so why not use the third dimension? Improvements in semiconductor materials, including superconducting circuits that don’t generate heat, will enable us to develop chips—that is, cubes—with thousands of layers of circuitry that, combined with far smaller component geometries, will improve computing power by a factor of many millions. And there are more than enough other new computing technologies waiting in the wings—nanotube, optical, crystalline, DNA, and quantum (which we’ll visit in chapter 6, “Building New Brains”)—to keep the Law of Accelerating Returns going in the world of computation for a very long time.
A Planetary Affair
 
The introduction of technology on Earth is not merely the private affair of one of the Earth’s innumerable species. It is a pivotal event in the history of the planet. Evolution’s grandest creation—human intelligence—is providing the means for the next stage of evolution, which is technology. The emergence of technology is predicted by the Law of Accelerating Returns. The
Homo sapiens sapiens
subspecies emerged only tens of thousands of years after its human forebears. According to the Law of Accelerating Returns, the next stage of evolution should measure its salient events in mere thousands of years, too quick for DNA-based evolution. This next stage of evolution was necessarily created by human intelligence itself, another example of the exponential engine of evolution using its innovations from one period (human beings) to create the next (intelligent machines).
Evolution draws upon the great chaos in its midst—the ever increasing entropy governed by the flip side of the Law of Time and Chaos—for its options for innovation. These two strands of the Law of Time and Chaos—time exponentially slowing down due to the increasing chaos predicted by the second law of thermodynamics; and time exponentially speeding up due to the increasing order created by evolution—coexist and progress without limit.
In particular, the resources of evolution, order and chaos, are unbounded.
I stress this point because it is crucial to understanding the evolutionary—and revolutionary—nature of computer technology.
The emergence of technology was a milestone in the evolution of intelligence on Earth because it represented a new means of evolution recording its designs. The next milestone will be technology creating its own next generation without human intervention. That there is only a period of tens of thousands of years between these two milestones is another example of the exponentially quickening pace that is evolution.
The Inventor of Chess and the Emperor of China
 
To appreciate the implications of this (or any) geometric trend, it is useful to recall the legend of the inventor of chess and his patron, the emperor of China. The emperor had so fallen in love with his new game that he offered the inventor a reward of anything he wanted in the kingdom.
“Just one grain of rice on the first square, Your Majesty”
“Just one grain of rice?”
“Yes, Your Majesty, just one grain of rice on the first square, and two grains of rice on the second square.”
“That’s it—one and two grains of rice?”
“Well, okay, and four grains on the third square, and so on.”
The emperor immediately granted the inventor’s seemingly humble request. One version of the story has the emperor going bankrupt because the doubling of grains of rice for each square ultimately equaled 18 million trillion grains of rice. At ten grains of rice per square inch, this requires rice fields covering twice the surface area of the Earth, oceans included.
The other version of the story has the inventor losing his head. It’s not yet clear which outcome we’re headed for.
But there is one thing we should note: It was fairly uneventful as the emperor and the inventor went through the first
half
of the chessboard. After thirty-two squares, the emperor had given the inventor about 4 billion grains of rice. That’s a reasonable quantity—about one large field’s worth—and the emperor did start to take notice.
But the emperor could still remain an emperor. And the inventor could still retain his head. It was as they headed into the second half of the chessboard that at least one of them got into trouble.
So where do we stand now? There have been about thirty-two doublings of speed and capacity since the first operating computers were built in the 1940s. Where we stand right now is that we have finished the first half of the chessboard. And, indeed, people are starting to take notice.
Now, as we head into the next century, we are heading into the second half of the chessboard. And this is where things start to get interesting.
OKAY, LET ME GET THIS STRAIGHT, MY CONCEPTION AS A FERTILIZED EGG WAS LIKE THE UNIVERSE’S BIG BANG—UH, NO PUN INTENDED—THAT IS, THINGS STARTED OUT HAPPENING VERY FAST, THEN KIND OF SLOWED DOWN, AND NOW THEY’RE REAL SLOW?
That’s a reasonable way to put it, the time interval now between milestones is a lot longer than it was when you were an infant, let alone a fetus.
 
 
YOU MENTIONED THE UNIVERSE HAD THREE PARADIGM SHIFTS IN THE FIRST BILLIONTH OF A SECOND. WERE THINGS THAT FAST WHEN I GOT STARTED?
 
Not quite that fast. The Universe started as a singularity, a single point taking up no space and comprising, therefore, no chaos. So the first major event, which was the creation of the Universe, took no time at all. With the Universe still very small, events unfolded extremely quickly We don’t start out as a single point, but as a rather complex cell. It has order but there is a lot of random activity within a cell compared to a single point in space. So our first major event as an organism, which is the first mitosis of our fertilized egg, is measured in hours, not trillionths of a second. Things slow down from there.
 
BUT I FEEL LIKE TIME IS SPEEDING UP. THE YEARS JUST GO BY SO MUCH FASTER NOW THAN THEY DID WHEN I WAS A KID. DON’T YOU HAVE IT BACKWARD?
 
Yes, well, the subjective experience is the opposite of the objective reality
OF COURSE. WHY DIDN’T I THINK OF THAT?
 
Let me clarify what I mean. The objective reality is the reality of the outside observer observing the process. If we observe the development of an individual, salient events happen very quickly at first, but later on milestones are more spread out, so we say time is slowing down. The subjective experience, however, is the experience of the process itself, assuming, of course, that the process is conscious. Which in your case, it is. At least, I assume that’s the case.
THANK YOU.
 
Subjectively, our perception of time is affected by the spacing of milestones.
 
MILESTONES?
 
Yeah, like growing a body and a brain.
 
AND BEING BORN?
 
Sure, that’s a milestone. Then learning to sit up, walking, talking ...
 
OKAY.
 
We can consider each subjective unit of time to be equivalent to one milestone spacing. Since our milestones are spaced further apart as we grow older, a subjective unit of time will represent a longer span of time for an adult than for a child. Thus time feels like it is passing by more quickly as we grow older. That is, an interval of a few years as an adult may be perceived as comparable to a few months to a young child. Thus a long interval to an adult and a short interval to a child both represent the same subjective time in terms of the passage of salient events. Of course, long and short intervals also represent comparable fractions of their respective past lives.
 
SO DOES THAT EXPLAIN WHY TIME PASSES MORE QUICKLY WHEN I’M HAVING A GOOD TIME?
 
Well, it may be relevant to one phenomenon. If someone goes through an experience in which a lot of significant events occur, that experience may feel like a much longer period of time than a calmer period. Again, we measure subjective time in terms of salient experiences.
 
NOW IF I FIND TIME SPEEDING UP WHEN OBJECTIVELY IT IS SLOWING DOWN, THEN EVOLUTION WOULD SUBJECTIVELY FIND TIME SLOWING DOWN AS IT OBJECTIVELY SPEEDS UP, DO I HAVE THAT STRAIGHT?
 
Yes, if evolution were conscious.
 
WELL, IS IT?
 
There’s no way to really tell, but evolution has its time spiral going in the opposite direction from entities we generally consider to be conscious, such as humans. In other words, evolution starts out slow and speeds up over time, whereas the development of a person starts out fast and then slows down. The Universe, however, does have its time spiral going in the same direction as us organisms, so it would make more sense to say that the Universe is conscious. And come to think of it, that does shed some light on what happened before the big bang.
I WAS JUST WONDERING ABOUT THAT.
 
As we look back in time and get closer to the event of the big bang, chaos is shrinking to zero. Thus from the subjective perspective, time is stretching out. Indeed, as we go back in time and approach the big bang, subjective time approaches infinity. Thus it is not possible to go back past a subjective infinity of time.
 
THAT’S A LOAD OFF MY MIND. NOW YOU SAID THAT THE EXPONENTIAL PROGRESS OF AN EVOLUTIONARY PROCESS GOES ON FOREVER. IS THERE ANYTHING THAT CAN STOP IT?
 
Only a catastrophe that wipes out the entire process.
 
SUCH AS AN ALL-OUT NUCLEAR WAR?
 
That’s one scenario, but in the next century, we will encounter a plethora of other “failure modes.” We’ll talk about this in later chapters.
 
I CAN’T WAIT. NOW TELL ME THIS, WHAT DOES THE LAW OF ACCELERATING RETURNS HAVE TO DO WITH THE TWENTY-FIRST CENTURY?
 
Exponential trends are immensely powerful but deceptive. They linger for eons with very little effect. But once they reach the “knee of the curve,” they explode with unrelenting fury. With regard to computer technology and its impact on human society, that knee is approaching with the new millennium. Now I have a question for you.
 
SHOOT.
 
Just who are you anyway?
 
WHY, I’M THE READER.
 
Of course. Well, it’s good to have you contributing to the book while there’s still time to do something about it.
 
GLAD TO. Now, YOU NEVER DID GIVE THE ENDING TO THE EMPEROR STORY. SO DOES THE EMPEROR LOSE HIS EMPIRE, OR DOES THE INVENTOR LOSE HIS HEAD?
 
I have two endings, so I just can’t say.
 
MAYBE THEY REACH A COMPROMISE SOLUTION. THE INVENTOR MIGHT BE HAPPY TO SETTLE FOR, SAY, JUST ONE PROVINCE OF CHINA.
 
Yes, that would be a good result. And maybe an even better parable for the twenty-first century.
CHAPTER TWO
 
THE INTELLIGENCE OF EVOLUTION
 
Here’s another critical question for understanding the twenty-first century:
Can an intelligence create another intelligence more intelligent than itself?

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