[tt] Want to Remember Everything You'll Ever Learn? Surrender to This Algorithm

Brian Atkins <brian at posthuman.com> on Wed Apr 23 07:53:32 UTC 2008

(Anyone used SuperMemo or something like it?)

http://www.wired.com/medtech/health/magazine/16-05/ff_wozniak?currentPage=all

The winter sun sets in mid-afternoon in Kolobrzeg, Poland, but the early 
twilight does not deter people from taking their regular outdoor promenade. 
Bundled up in parkas with fur-trimmed hoods, strolling hand in mittened hand 
along the edge of the Baltic Sea, off-season tourists from Germany stop 
openmouthed when they see a tall, well-built, nearly naked man running up and 
down the sand.

"Kalt? Kalt?" one of them calls out. The man gives a polite but vague answer, 
then turns and dives into the waves. After swimming back and forth in the 
40-degree water for a few minutes, he emerges from the surf and jogs briefly 
along the shore. The wind is strong, but the man makes no move to get dressed. 
Passersby continue to comment and stare. "This is one of the reasons I prefer 
anonymity," he tells me in English. "You do something even slightly out of the 
ordinary and it causes a sensation."

Piotr Wozniak's quest for anonymity has been successful. Nobody along this 
string of little beach resorts recognizes him as the inventor of a technique to 
turn people into geniuses. A portion of this technique, embodied in a software 
program called SuperMemo, has enthusiastic users around the world. They apply it 
mainly to learning languages, and it's popular among people for whom fluency is 
a necessity — students from Poland or other poor countries aiming to score well 
enough on English-language exams to study abroad. A substantial number of them 
do not pay for it, and pirated copies are ubiquitous on software bulletin boards 
in China, where it competes with knockoffs like SugarMemo.

SuperMemo is based on the insight that there is an ideal moment to practice what 
you've learned. Practice too soon and you waste your time. Practice too late and 
you've forgotten the material and have to relearn it. The right time to practice 
is just at the moment you're about to forget. Unfortunately, this moment is 
different for every person and each bit of information. Imagine a pile of 
thousands of flash cards. Somewhere in this pile are the ones you should be 
practicing right now. Which are they?

Fortunately, human forgetting follows a pattern. We forget exponentially. A 
graph of our likelihood of getting the correct answer on a quiz sweeps quickly 
downward over time and then levels off. This pattern has long been known to 
cognitive psychology, but it has been difficult to put to practical use. It's 
too complex for us to employ with our naked brains.

Twenty years ago, Wozniak realized that computers could easily calculate the 
moment of forgetting if he could discover the right algorithm. SuperMemo is the 
result of his research. It predicts the future state of a person's memory and 
schedules information reviews at the optimal time. The effect is striking. Users 
can seal huge quantities of vocabulary into their brains. But for Wozniak, 46, 
helping people learn a foreign language fast is just the tiniest part of his 
goal. As we plan the days, weeks, even years of our lives, he would have us rely 
not merely on our traditional sources of self-knowledge — introspection, 
intuition, and conscious thought — but also on something new: predictions about 
ourselves encoded in machines.

Given the chance to observe our behaviors, computers can run simulations, 
modeling different versions of our path through the world. By tuning these 
models for top performance, computers will give us rules to live by. They will 
be able to tell us when to wake, sleep, learn, and exercise; they will cue us to 
remember what we've read, help us track whom we've met, and remind us of our 
goals. Computers, in Wozniak's scheme, will increase our intellectual capacity 
and enhance our rational self-control.

The reason the inventor of SuperMemo pursues extreme anonymity, asking me to 
conceal his exact location and shunning even casual recognition by users of his 
software, is not because he's paranoid or a misanthrope but because he wants to 
avoid random interruptions to a long-running experiment he's conducting on 
himself. Wozniak is a kind of algorithmic man. He's exploring what it's like to 
live in strict obedience to reason. On first encounter, he appears to be one of 
the happiest people I've ever met.

In the late 1800s, a German scientist named Hermann Ebbinghaus made up lists of 
nonsense syllables and measured how long it took to forget and then relearn 
them. (Here is an example of the type of list he used: bes dek fel gup huf jeik 
mek meun pon daus dor gim ke4k be4p bCn hes.) In experiments of breathtaking 
rigor and tedium, Ebbinghaus practiced and recited from memory 2.5 nonsense 
syllables a second, then rested for a bit and started again. Maintaining a pace 
of rote mental athleticism that all students of foreign verb conjugation will 
regard with awe, Ebbinghaus trained this way for more than a year. Then, to show 
that the results he was getting weren't an accident, he repeated the entire set 
of experiments three years later. Finally, in 1885, he published a monograph 
called Memory: A Contribution to Experimental Psychology. The book became the 
founding classic of a new discipline.

Ebbinghaus discovered many lawlike regularities of mental life. He was the first 
to draw a learning curve. Among his original observations was an account of a 
strange phenomenon that would drive his successors half batty for the next 
century: the spacing effect.

Ebbinghaus showed that it's possible to dramatically improve learning by 
correctly spacing practice sessions. On one level, this finding is trivial; all 
students have been warned not to cram. But the efficiencies created by precise 
spacing are so large, and the improvement in performance so predictable, that 
from nearly the moment Ebbinghaus described the spacing effect, psychologists 
have been urging educators to use it to accelerate human progress. After all, 
there is a tremendous amount of material we might want to know. Time is short.

How Supermemo Works
SuperMemo is a program that keeps track of discrete bits of information you've 
learned and want to retain. For example, say you're studying Spanish. Your 
chance of recalling a given word when you need it declines over time according 
to a predictable pattern. SuperMemo tracks this so-called forgetting curve and 
reminds you to rehearse your knowledge when your chance of recalling it has 
dropped to, say, 90 percent. When you first learn a new vocabulary word, your 
chance of recalling it will drop quickly. But after SuperMemo reminds you of the 
word, the rate of forgetting levels out. The program tracks this new decline and 
waits longer to quiz you the next time.

However, this technique never caught on. The spacing effect is "one of the most 
remarkable phenomena to emerge from laboratory research on learning," the 
psychologist Frank Dempster wrote in 1988, at the beginning of a typically sad 
encomium published in American Psychologist under the title "The Spacing Effect: 
A Case Study in the Failure to Apply the Results of Psychological Research." The 
sorrrowful tone is not hard to understand. How would computer scientists feel if 
people continued to use slide rules for engineering calculations? What if, 
centuries after the invention of spectacles, people still dealt with 
nearsightedness by holding things closer to their eyes? Psychologists who 
studied the spacing effect thought they possessed a solution to a problem that 
had frustrated humankind since before written language: how to remember what's 
been learned. But instead, the spacing effect became a reminder of the impotence 
of laboratory psychology.

As a student at the Poznan University of Technology in western Poland in the 
1980s, Wozniak was overwhelmed by the sheer number of things he was expected to 
learn. But that wasn't his most troubling problem. He wasn't just trying to pass 
his exams; he was trying to learn. He couldn't help noticing that within a few 
months of completing a class, only a fraction of the knowledge he had so 
painfully acquired remained in his mind. Wozniak knew nothing of the spacing 
effect, but he knew that the methods at hand didn't work.

The most important challenge was English. Wozniak refused to be satisfied with 
the broken, half-learned English that so many otherwise smart students were 
stuck with. So he created an analog database, with each entry consisting of a 
question and answer on a piece of paper. Every time he reviewed a word, phrase, 
or fact, he meticulously noted the date and marked whether he had forgotten it. 
At the end of the session, he tallied the number of remembered and forgotten 
items. By 1984, a century after Ebbinghaus finished his second series of 
experiments on nonsense syllables, Wozniak's database contained 3,000 English 
words and phrases and 1,400 facts culled from biology, each with a complete 
repetition history. He was now prepared to ask himself an important question: 
How long would it take him to master the things he wanted to know?

The answer: too long. In fact, the answer was worse than too long. According to 
Wozniak's first calculations, success was impossible. The problem wasn't 
learning the material; it was retaining it. He found that 40 percent of his 
English vocabulary vanished over time. Sixty percent of his biology answers 
evaporated. Using some simple calculations, he figured out that with his normal 
method of study, it would require two hours of practice every day to learn and 
retain a modest English vocabulary of 15,000 words. For 30,000 words, Wozniak 
would need twice that time. This was impractical.

Wozniak's discouraging numbers were roughly consistent with the results that 
Ebbinghaus had recorded in his own experiments and that have been confirmed by 
other psychologists in the decades since. If students nonetheless manage to 
become expert in a few of the things they study, it's not because they retain 
the material from their lessons but because they specialize in a relatively 
narrow subfield where intense practice keeps their memory fresh. When it comes 
to language, the received wisdom is that immersion — usually amounting to actual 
immigration — is necessary to achieve fluency. On one hand, this is helpful 
advice. On the other hand, it's an awful commentary on the value of countless 
classroom hours. Learning things is easy. But remembering them — this is where a 
certain hopelessness sets in.

As Wozniak later wrote in describing the failure of his early learning system: 
"The process of increasing the size of my databases gradually progressed at the 
cost of knowledge retention." In other words, as his list grew, so did his 
forgetting. He was climbing a mountain of loose gravel and making less and less 
progress at each step.

The problem of forgetting might not torment us so much if we could only convince 
ourselves that remembering isn't important. Perhaps the things we learn — words, 
dates, formulas, historical and biographical details — don't really matter. 
Facts can be looked up. That's what the Internet is for. When it comes to 
learning, what really matters is how things fit together. We master the stories, 
the schemas, the frameworks, the paradigms; we rehearse the lingo; we swim in 
the episteme.

The disadvantage of this comforting notion is that it's false. "The people who 
criticize memorization — how happy would they be to spell out every letter of 
every word they read?" asks Robert Bjork, chair of UCLA's psychology department 
and one of the most eminent memory researchers. After all, Bjork notes, children 
learn to read whole words through intense practice, and every time we enter a 
new field we become children again. "You can't escape memorization," he says. 
"There is an initial process of learning the names of things. That's a stage we 
all go through. It's all the more important to go through it rapidly." The human 
brain is a marvel of associative processing, but in order to make associations, 
data must be loaded into memory.

Once we drop the excuse that memorization is pointless, we're left with an 
interesting mystery. Much of the information does remain in our memory, though 
we cannot recall it. "To this day," Bjork says, "most people think about 
forgetting as decay, that memories are like footprints in the sand that 
gradually fade away. But that has been disproved by a lot of research. The 
memory appears to be gone because you can't recall it, but we can prove that 
it's still there. For instance, you can still recognize a 'forgotten' item in a 
group. Yes, without continued use, things become inaccessible. But they are not 
gone."

After an ichthyologist named David Starr Jordan became the first president of 
Stanford University in the 1890s, he bequeathed to memory researchers one of 
their favorite truisms: Every time he learned the name of a student, Jordan is 
said to have complained, he forgot the name of a fish. But the fish to which 
Jordan had devoted his research life were still there, somewhere beneath the 
surface of consciousness. The difficulty was in catching them.

During the years that Wozniak struggled to master English, Bjork and his 
collaborator, Elizabeth Bjork (she is also a professor of psychology; the two 
have been married since 1969), were at work on a new theory of forgetting. Both 
were steeped in the history of laboratory research on memory, and one of their 
goals was to get to the bottom of the spacing effect. They were also curious 
about the paradoxical tendency of older memories to become stronger with the 
passage of time, while more recent memories faded. Their explanation involved an 
elegant model with deeply counterintuitive implications.

Long-term memory, the Bjorks said, can be characterized by two components, which 
they named retrieval strength and storage strength. Retrieval strength measures 
how likely you are to recall something right now, how close it is to the surface 
of your mind. Storage strength measures how deeply the memory is rooted. Some 
memories may have high storage strength but low retrieval strength. Take an old 
address or phone number. Try to think of it; you may feel that it's gone. But a 
single reminder could be enough to restore it for months or years. Conversely, 
some memories have high retrieval strength but low storage strength. Perhaps 
you've recently been told the names of the children of a new acquaintance. At 
this moment they may be easily accessible, but they are likely to be utterly 
forgotten in a few days, and a single repetition a month from now won't do much 
to strengthen them at all.

The Bjorks were not the first psychologists to make this distinction, but they 
and a series of collaborators used a broad range of experimental data to show 
how these laws of memory wreak havoc on students and teachers. One of the 
problems is that the amount of storage strength you gain from practice is 
inversely correlated with the current retrieval strength. In other words, the 
harder you have to work to get the right answer, the more the answer is sealed 
in memory. Precisely those things that seem to signal we're learning well — easy 
performance on drills, fluency during a lesson, even the subjective feeling that 
we know something — are misleading when it comes to predicting whether we will 
remember it in the future. "The most motivated and innovative teachers, to the 
extent they take current performance as their guide, are going to do the wrong 
things," Robert Bjork says. "It's almost sinister."

The most popular learning systems sold today — for instance, foreign language 
software like Rosetta Stone — cheerfully defy every one of the psychologists' 
warnings. With its constant feedback and easily accessible clues, Rosetta Stone 
brilliantly creates a sensation of progress. "Go to Amazon and look at the 
reviews," says Greg Keim, Rosetta Stone's CTO, when I ask him what evidence he 
has that people are really remembering what they learn. "That is as objective as 
you can get in terms of a user's sense of achievement." The sole problem here, 
from the psychologists' perspective, is that the user's sense of achievement is 
exactly what we should most distrust.

The battle between lab-tested techniques and conventional pedagogy went on for 
decades, and it's fair to say that the psychologists lost. All those studies of 
human memory in the lab — using nonsense syllables, random numbers, pictures, 
maps, foreign vocabulary, scattered dots — had so little influence on actual 
practice that eventually their irrelevance provoked a revolt. In the late '70s, 
Ulric Neisser, the pioneering researcher who coined the term cognitive 
psychology, launched a broad attack on the approach of Ebbinghaus and his 
scientific kin.

"We have established firm empirical generalizations, but most of them are so 
obvious that every 10-year-old knows them anyway," Neisser complained. "We have 
an intellectually impressive group of theories, but history offers little 
confidence that they will provide any meaningful insight into natural behavior." 
Neisser encouraged psychologists to leave their labs and study memory in its 
natural environment, in the style of ecologists. He didn't doubt that the 
laboratory theories were correct in their limited way, but he wanted results 
that had power to change the world.

Many psychologists followed Neisser. But others stuck to their laboratory 
methods. The spacing effect was one of the proudest lab-derived discoveries, and 
it was interesting precisely because it was not obvious, even to professional 
teachers. The same year that Neisser revolted, Robert Bjork, working with Thomas 
Landauer of Bell Labs, published the results of two experiments involving nearly 
700 undergraduate students. Landauer and Bjork were looking for the optimal 
moment to rehearse something so that it would later be remembered. Their results 
were impressive: The best time to study something is at the moment you are about 
to forget it. And yet — as Neisser might have predicted — that insight was 
useless in the real world. Determining the precise moment of forgetting is 
essentially impossible in day-to-day life.

Obviously, computers were the answer, and the idea of using them was 
occasionally suggested, starting in the 1960s. But except for experimental 
software, nothing was built. The psychologists were interested mainly in 
theories and models. The teachers were interested in immediate signs of success. 
The students were cramming to pass their exams. The payoff for genuine progress 
was somehow too abstract, too delayed, to feed back into the system in a useful 
way. What was needed was not an academic psychologist but a tinkerer, somebody 
with a lot of time on his hands, a talent for mathematics, and a strangely 
literal temperament that made him think he should actually recall the things he 
learned.

The day I first meet Wozniak, we go for a 7-mile walk down a windy beach. I'm in 
my business clothes and half comatose from jet lag; he's wearing a track suit 
and comes toward me with a gait so buoyant he seems about to take to the air. He 
asks me to walk on the side away from the water. "People say that when I get 
excited I tend to drift in their direction, so it is better that I stand closer 
to the sea so I don't push you in," he says.

Wozniak takes an almost physical pleasure in reason. He loves to discuss things 
with people, to get insight into their personalities, and to give them advice — 
especially in English. One of his most heartfelt wishes is that the world have 
one language and one currency so this could all be handled more efficiently. 
He's appalled that Poland is still not in the Eurozone. He's baffled that 
Americans do not use the metric system. For two years he kept a diary in Esperanto.

Although Esperanto was the ideal expression of his universalist dreams, English 
is the leading real-world implementation. Though he has never set foot in an 
English-speaking country, he speaks the language fluently. "Two words that used 
to give me trouble are perspicuous and perspicacious," he confessed as we drank 
beer with raspberry syrup at a tiny beachside restaurant where we were the only 
customers. "Then I found a mnemonic to enter in SuperMemo: clear/clever. Now I 
never misuse them."

Wozniak's command of English is the result of a series of heroic experiments, in 
the tradition of Ebbinghaus. They involved relentless sessions of careful 
self-analysis, tracked over years. He began with the basic conundrum of too much 
to study in too little time. His first solution was based on folk wisdom. "It is 
a common intuition," Wozniak later wrote, "that with successive repetitions, 
knowledge should gradually become more durable and require less frequent review."

This insight had already been proven by Landauer and Bjork, but Wozniak was 
unaware of their theory of forgetting or of any of the landmark studies in 
laboratory research on memory. This ignorance was probably a blessing, because 
it forced him to rely on pragmatic engineering. In 1985, he divided his database 
into three equal sets and created schedules for studying each of them. One of 
the sets he studied every five days, another every 18 days, and the third at 
expanding intervals, increasing the period between study sessions each time he 
got the answers right.

This experiment proved that Wozniak's first hunch was too simple. On none of the 
tests did his recall show significant improvement over the naive methods of 
study he normally used. But he was not discouraged and continued making ever 
more elaborate investigations of study intervals, changing the second interval 
to two days, then four days, then six days, and so on. Then he changed the third 
interval, then the fourth, and continued to test and measure, measure and test, 
for nearly a decade. His conviction that forgetting could be tamed by following 
rules gave him the intellectual fortitude to continue searching for those rules. 
He doggedly traced a matrix of paths, like a man pacing off steps in a forest 
where he is lost.

All of his early work was done on paper. In the computer science department at 
the Poznan University of Technology, "we had a single mainframe of 
Polish-Russian design, with punch cards," Wozniak recalls. "If you could stand 
in line long enough to get your cards punched, you could wait a couple of days 
more for the machine to run your cards, and then at last you got a printout, 
which was your output."

The personal computer revolution was already pretty far along in the US by the 
time Wozniak managed to get his hands on an Amstrad PC 1512, imported through 
quasi-legal means from Hamburg, Germany. With this he was able to make another 
major advance in SuperMemo — computing the difficulty of any fact or study item 
and adjusting the unique shape of the predicted forgetting curve for every item 
and user. A friend of Wozniak's adapted his software to run on Atari machines, 
and as access to personal computers finally spread among students, so did SuperMemo.

After the collapse of Polish communism, Wozniak and some fellow students formed 
a company, SuperMemo World. By 1995, their program was one of the most 
successful applications developed by the country's fledgling software industry, 
and they were searching for funding that would allow them to relocate to Silicon 
Valley. That year, at Comdex in Las Vegas, 200,000 people got a look at Sony's 
new DVD technology, prototypes of flatscreens, and Wozniak's SuperMemo, which 
became the first Polish product shown at the great geek carnival, then at the 
height of its influence. In Europe, the old communist experiment in human 
optimization had run its course. Wozniak believed that in a world of open 
competition, where individuals are rewarded on merit, a scientific tool that 
accelerated learning would find customers everywhere.

Wozniak's chief partner in the campaign to reprogram the world's approach to 
learning through SuperMemo was Krzysztof Biedalak, who had been his classmate at 
the University of Technology. The two men used to run 6 miles to a nearby lake 
for an icy swim. Biedalak agrees with Wozniak that winter swimming is good for 
mental health. Biedalak also agrees with Wozniak that SuperMemo produces extreme 
learning. But Biedalak does not agree with Wozniak about everything. "I don't 
apply his whole technique," he says. "In my context, his technique is inapplicable."

What Biedalak means by Wozniak's technique is the extension of algorithmic 
optimization to all dimensions of life. Biedalak is CEO of SuperMemo World, 
which sells and licenses Wozniak's invention. Today, SuperMemo World employs 
just 25 people. The venture capital never came through, and the company never 
moved to California. About 50,000 copies of SuperMemo were sold in 2006, most 
for less than $30. Many more are thought to have been pirated.

Biedalak and I meet and talk in a restaurant in downtown Warsaw where the 
shelves are covered in gingham and the walls are lined with jars of pickled 
vegetables. He has an intelligent, somewhat hangdog expression, like a young 
Walter Matthau, and his tone is as measured as Wozniak's is impulsive. Until I 
let the information slip, he doesn't even know the exact location of his partner 
and friend.

"Piotr would never go out to promote the product, wouldn't talk to journalists, 
very rarely agreed to meet with somebody," Biedalak says. "He was the driving 
force, but at some point I had to accept that you cannot communicate with him in 
the way you can with other people."

The problem wasn't shyness but the same intolerance for inefficient expenditure 
of mental resources that led to the invention of SuperMemo in the first place. 
By the mid-'90s, with SuperMemo growing more and more popular, Wozniak felt that 
his ability to rationally control his life was slipping away. "There were 80 
phone calls per day to handle. There was no time for learning, no time for 
programming, no time for sleep," he recalls. In 1994, he disappeared for two 
weeks, leaving no information about where he was. The next year he was gone for 
100 days. Each year, he has increased his time away. He doesn't own a phone. He 
ignores his email for months at a time. And though he holds a PhD and has 
published in academic journals, he never attends conferences or scientific meetings.

Instead, Wozniak has ridden SuperMemo into uncharted regions of 
self-experimentation. In 1999, he started making a detailed record of his hours 
of sleep, and now he's working to correlate that data with his daily performance 
on study repetitions. Psychologists have long believed there's a correlation 
between sleep and memory, but no mathematical law has been discovered. Wozniak 
has also invented a way to apply his learning system to his intake of 
unstructured information from books and articles, winnowing written material 
down to the type of discrete chunks that can be memorized, and then scheduling 
them for efficient learning. He selects a short section of what he's reading and 
copies it into the SuperMemo application, which predicts when he'll want to read 
it again so it sticks in his mind. He cuts and pastes completely unread material 
into the system, assigning it a priority. SuperMemo shuffles all his potential 
knowledge into a queue and presents it to him on a study screen when the time is 
right. Wozniak can look at a graph of what he's got lined up to learn and adjust 
the priority rankings if his goals change.

These techniques are designed to overcome steep learning curves through 
automated steps, like stairs on a hill. He calls it incremental reading, and it 
has come to dominate his intellectual life. Wozniak no longer wastes time 
worrying that he hasn't gotten to some article he wants to read; once it's 
loaded into the system, he trusts his algorithm to apportion it to his 
consciousness at the appropriate time.

The appropriate time, that is, for him. Having turned over his mental life to a 
computerized system, he refuses to be pushed around by random inputs and 
requests. Naturally, this can be annoying to people whose messages tend to sift 
to the bottom. "After four months," Biedalak says sadly, "you sometimes get a 
reply to some sentence in an email that has been scrambled in his incremental 
reading process."

For Wozniak, these misfires were less a product of scrambling than of an 
inevitable clash of goals. A person who understands the exact relationship 
between learning and time is forced to measure out his hours with a certain 
care. SuperMemo was like a genie that granted Wozniak a wish: unprecedented 
power to remember. But the value of what he remembered depended crucially on 
what he studied, and what he studied depended on his goals, and the selection of 
his goals rested upon the efficient acquisition of knowledge, in a regressive 
function that propelled him relentlessly along the path he had chosen. The 
guarantee that he would not forget what he learned was both a gift and a demand, 
requiring him to sacrifice every extraneous thing.

 From the business side of SuperMemo, Wozniak's priorities can sometimes look 
selfish. Janusz Murakowski, one of Wozniak's friends who worked as a manager at 
the company during its infancy, thinks that Wozniak's focus on his own learning 
has stunted the development of his invention. "Piotr writes this software for 
himself," says Murakowski, now a professor of electrical engineering at the 
University of Delaware. "The interface is just impossible." This is perhaps a 
bit unfair. SuperMemo comes in eight flavors, some of which were coded by 
licensees: SuperMemo for Windows, for Palm devices, for several cell phones, 
even an Internet version. It's true that Wozniak is no Steve Jobs, and his 
software has none of the viral friendliness of a casual game like Brain Age for 
Nintendo DS. Still, it can hardly be described as the world's most difficult 
program. After all, photographers can learn to produce the most arcane effects 
in Photoshop. Why shouldn't more people be able to master SuperMemo?

"It was never a feel-good product," Murakowski says, and here he may be getting 
closer to the true conflict that lies at the heart of the struggle to optimize 
intelligence, a conflict that transcends design and touches on some curious 
facts about human nature. We are used to the idea that normal humans can perform 
challenging feats of athleticism. We all know someone who has run a marathon or 
ridden a bike cross-country. But getting significantly smarter — that seems to 
be different. We associate intelligence with pure talent, and academic learning 
with educational experiences dating far back in life. To master a difficult 
language, to become expert in a technical field, to make a scientific 
contribution in a new area — these seem like rare things. And so they are, but 
perhaps not for the reason we assume.

The failure of SuperMemo to transform learning uncannily repeats the earlier 
failures of cognitive psychology to influence teachers and students. Our 
capacity to learn is amazingly large. But optimal learning demands a kind of 
rational control over ourselves that does not come easily. Even the basic demand 
for regularity can be daunting. If you skip a few days, the spacing effect, with 
its steady march of sealing knowledge in memory, begins to lose its force. 
Progress limps. When it comes to increasing intelligence, our brain is up to the 
task and our technology is up to the task. The problem lies in our temperament.

The Baltic Sea is dark as an unlit mirror. Wozniak and I walk along the shore, 
passing the wooden snack stands that won't be open until spring, and he tells me 
how he manages his life. He's married, and his wife shares his lifestyle. They 
swim together in winter, and though Polish is their native language, they 
communicate in English, which she learned with SuperMemo. Wozniak's days are 
blocked into distinct periods: a creative period, a reading and studying period, 
an exercise period, an eating period, a resting period, and then a second 
creative period. He doesn't get up at a regular hour and is passionate against 
alarm clocks. If excitement over his research leads him to work into the night, 
he simply shifts to sleeping in the day. When he sits down for a session of 
incremental reading, he attends to whatever automatically appears on his 
computer screen, stopping the instant his mind begins to drift or his 
comprehension falls too low and then moving on to the next item in the queue. 
SuperMemo graphs a distribution of priorities that he can adjust as he goes. 
When he encounters a passage that he thinks he'll need to remember, he marks it; 
then it goes into a pattern of spaced repetition, and the information it 
contains will stay in his brain indefinitely.

"Once you get the snippets you need," Wozniak says, "your books disappear. They 
gradually evaporate. They have been translated into knowledge."

As a science fiction fan, I had always assumed that when computers supplemented 
our intelligence, it would be because we outsourced some of our memory to them. 
We would ask questions, and our machines would give oracular — or supremely 
practical — replies. Wozniak has discovered a different route. When he entrusts 
his mental life to a machine, it is not to throw off the burden of thought but 
to make his mind more swift. Extreme knowledge is not something for which he 
programs a computer but for which his computer is programming him.

I've already told Wozniak that I am not optimistic about my ability to tame old 
reading habits in the name of optimized knowledge. Books, for me, are not merely 
sources of information I might want to load into memory but also subjective 
companions, almost substitute people, and I don't see why I would want to hold 
on to them in fragments. Still, I tell him I would like to give it a shot.

"So you believe in trying things for yourself?" he asks.

"Yes."

This provides his opening. "In that case, let's go swimming."

At the edge of the sea, I become afraid. I'm a strong swimmer, but there's 
something about standing on the beach in the type of minuscule bathing suit you 
get at the gift shop of a discount resort in Eastern Europe, and watching people 
stride past in their down parkas, that smacks of danger.

"I'm already happy with anticipation," Wozniak says.

"Will I have a heart attack?"

"There is less risk than on your drive here," he answers.

I realize he must be correct. Poland has few freeways, and in the rural north, 
lines of cars jockey behind communist-era farm machinery until they defy the 
odds and try to pass. There are spectacular wrecks. Wozniak gives close 
attention to the qualitative estimate of fatal risks. By graphing the 
acquisition of knowledge in SuperMemo, he has realized that in a single lifetime 
one can acquire only a few million new items. This is the absolute limit on 
intellectual achievement defined by death. So he guards his health. He rarely 
gets in a car. The Germans on the beach are staring at me. I dive in.

Philosopher William James once wrote that mental life is controlled by noticing. 
Climbing out of the sea and onto the windy beach, my skin purple and my mind in 
a reverie provoked by shock, I find myself thinking of a checklist Wozniak wrote 
a few years ago describing how to become a genius. His advice was 
straightforward yet strangely terrible: You must clarify your goals, gain 
knowledge through spaced repetition, preserve health, work steadily, minimize 
stress, refuse interruption, and never resist sleep when tired. This should lead 
to radically improved intelligence and creativity. The only cost: turning your 
back on every convention of social life. It is a severe prescription. And yet 
now, as I grin broadly and wave to the gawkers, it occurs to me that the cold 
rationality of his approach may be only a surface feature and that, when linked 
to genuine rewards, even the chilliest of systems can have a certain visceral 
appeal. By projecting the achievement of extreme memory back along the 
forgetting curve, by provably linking the distant future — when we will know so 
much — to the few minutes we devote to studying today, Wozniak has found a way 
to condition his temperament along with his memory. He is making the future 
noticeable. He is trying not just to learn many things but to warm the process 
of learning itself with a draft of utopian ecstasy.

Contributing editor Gary Wolf (gary at aether.com) wrote about futurist Ray 
Kurzweil in issue 16.04.

-- 
Brian Atkins
Singularity Institute for Artificial Intelligence
http://www.singinst.org/

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