09 March 2012

Counter-Intuitive Creativity Boosting, New and Old

A U. Mass Amherst researcher with degrees in computer science and philosophy, Anthony McCaffrey, has won a $170,000 National Science Foundation grant to develop new tools to boost creativity and creative problem solving. His ideas revolve around the acrononyms OFH (obscure features hypothesis) and GPT (generic parts technique).
Looking at more than 100 significant modern and 1,000 historical inventions, McCaffrey analyzed how successful inventors overcame various cognitive obstacles to uncover the key obscure information needed to solve problems. He found that almost all innovative solutions follow two steps, as articulated by the OFH: Noticing an infrequently-seen, obscure feature and second, building a solution based on that feature.

...Psychologists use the term "functional fixedness" to describe the first mental obstacle McCaffrey investigated. It explains, for example, how one person finding burrs stuck to his sweater will typically say, "Ugh, a burr," while another might say, "Hmmm, two things lightly fastened together. I think I'll invent Velcro!" The first view is clouded by focusing on an object's typical function.

To overcome functional fixedness, McCaffrey sought a way to teach people to reinterpret known information about common objects. For each part of an object, the "generic parts technique" (GPT) asks users to list function-free descriptions, including its material, shape and size. Using this, the prongs of an electrical plug can be described in a function-free way to reveal that they might be used as a screwdriver, for example. _ecs.umass.edu
Part of McCaffrey's approach offers parallels to Edward de Bono's "Lateral Thinking" theories and creativity training programs.

Lateral Thinking Techniques

  1. Alternatives / Concept Extraction: Use concepts to breed new ideas
  2. Focus: Sharpen or change your focus to improve your creative efforts
  3. Challenge: Break free from the limits of accepted ways of operating
  4. Random Entry: Use unconnected input to open new lines of thinking
  5. Provocation: Move from a provocative statement to useful ideas
  6. Harvesting: Select the best of early ideas and shape them into useable approaches
  7. Treatment of Ideas: Develop ideas and shape them to fit an organization or situation

"Great business competitors are great lateral thinkers . . ." - Edward de Bono

How Might You Use Lateral Thinking?

The Lateral Thinking techniques are useful in a variety of applications.

  • Constructively challenge the status quo to enable new ideas to surface
  • Find and build on the concept behind an idea to create more ideas
  • Solve problems in ways that don’t initially come to mind
  • Use alternatives to liberate and harness the creative energy of the organization
  • Turn problems into opportunities
  • Select the best alternate ideas and implement them 
_LateralThinking
Yet another parallel counter-intuitive creativity approach comes from a website called Brainstorming.co.uk.
So, what creative thinking techniques are available?

Many! The techniques we specialize in, and will be training you in, are listed below. All of them will provide you with fresh stimuli and a new way of thinking. You will be able to incorporate them into your brainstorming sessions (individual or group) to generate new ideas easily and they will make sure you'll never be stuck for a new idea.
  • Random Word
  • Random Picture
  • False Rules
  • Random Website
  • SCAMPER
  • Search & Reapply
  • Challenge Facts
  • Escape
  • Analogies
  • Wishful Thinking
  • Thesaurus
_Brainstorming.co.uk CreativeThinkingTechniques
This webpage provides more detail and allows actual practise with a few of the techniques.

All three counter-intuitive creativity approaches are likely to provide positive results to those who are willing to put in the time and work. But that is not what most people want to hear. Most modern wannabe legends -- in their own minds -- would like to have world-shaking ideas pop into their heads on demand, effortlessly.

But as Daniel Kahneman explains, fast intuitive thinking is not trustworthy unless a person puts in the hard work to hone it to a fine edge. Besides, fast intuition is not generally creative, but rather tends to arrive at more obvious -- and often more fashionable -- solutions.

That is why most creativity training programs which produce relatively good results, tend to be of the "counter-intuitive" variety. Because you are looking for solutions that are not typically obvious or intuitive.

One final example of the counter-intuitive approach to creative problem-solving, is John David Garcia's "autopoietic" method. Garcia's technique is meant to be utilised by an octet -- that is, eight people in a group -- consisting of four men and four women. But according to Garcia, a doublet consisting of one man and one woman can also achieve good creative results. Al Fin's experience with this method convinced him that single individuals could also achieve good results, in many cases.

The central idea behind the autopoietic method of creative problem solving, besides a significant mental preparation, is to have a problem presented, at which point the the early, easy, automatic intuitive solution is summarily rejected. That is just the first step, of course, but it is the crucial step. The goal is to enter a deeper, creative state of mind.

Creativity -- like much humour -- is typically counter-intuitive, at least in the sense in which most persons are intuitive.

If we want our children to be creative and powerful problem-solvers, they will not only need to hone their intuitions to a sharp edge, but they will also need to learn when to reject fast and easy intuitive solutions in favour of deeper, less obvious (except in hindsight) solutions.

More for those interested in the John David Garcia autopoiesis techniques: The philosophy of creativity and ethics behind the technique is described in the freely accessible online book by Garcia, Creative Transformation. More detail regarding Garcia's technique and philosophy of autopoietic creativity is presented in Chapter 5 of Creative Transformation.

As developed by Garcia, the experience can be extremely powerful and effective at eliciting a wide range of counter-intuitive solutions and ideas. But it is certainly not for everyone, or even for most.

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30 September 2011

Thinking More Deeply: Building Innovation Engines

Innovative Thinking

In research and development, the most revolutionary discoveries are often hidden beneath the flash and whiz-bang of fancy products, processes, and therapies. But here are two examples of discoveries of a more subtle and important type:
A TEAM of North-East academics and industry experts have "cracked the DNA code of plastic" which could mean massive cost and energy savings for business. Researchers at Durham University and the University of Leeds have collaborated with the Tees Valley chemical process sector to solve a long-standing problem that is set to revolutionise the way new plastics are developed.

Before the discovery, industry would develop a plastic and then find a use for it, or try hundreds of different recipes until they stumbled across the right mix. _Source

Alert readers will see the similarity between this new innovation engine for creating plastics-on-demand, and approaches to "rational design" of drugs and proteins. This type of breakthrough often sets the stage for large numbers of rapid-fire innovations to follow.

University of Utah chemists developed a method to design and test new catalysts, which are substances that speed chemical reactions and are crucial for producing energy, chemicals and industrial products. By using the new method, the chemists also made a discovery that will make it easier to design future catalysts. The discovery: the sizes and electronic properties of catalysts interact to affect how well a catalyst performs, and are not independent factors as was thought previously. Chemistry Professor Matt Sigman and doctoral student Kaid Harper, report their findings in the Friday, Sept. 30, 2011, issue of the journal Science.

“It opens our eyes to how to design new catalysts that we wouldn’t necessarily think about designing, for a broad range of reactions,” Sigman says. “We’re pretty excited.” _Physorg

This is another example of a discovery that could potentially set off a chain reaction of new discoveries and revolutionary products.

Some people intuitively understand the deeper nature of such discoveries, and the infinitely larger potential of such developments to revolutionise entire fields and societies. Others, failed by modern dumbed-down educational systems, may need to think about the idea for a while.

A great deal of attention is given to the concept of "higher order effects (PDF)," but too little attention is given to "higher order causes."

The modern mass production methods of education do not generally help students to learn how to think. Ideologically driven educators assume that if the student is indoctrinated in the proper ideology, she will then naturally think in the "correct" manner. And so indoctrination replaces education, and graduates and future leaders become lifelong incompetents, because they never learned to think.

This is not just about logic and resolving contradictions. It is also about generative thinking, lateral thinking, problem solving, and growing beyond ideology. A society whose graduates can think rationally and generatively is less likely to fall into a quagmire of malaise such as currently entraps much of the advanced world.

Generative thinkers do not merely solve problems as they arise. They also solve problems that lead to other problems -- before they arise. They do this by thinking more deeply, and further out of the ideological box.

Let's be clear: Although ideology can make a person's life easier and his choices more automatic, an honest person who is bound tightly by ideology cannot truly think -- the cognitive dissonance becomes too great. Thus the heated and perpetually unresolved arguments one sees in religion, politics, and on environmental issues.

It is always a pleasure to confront an ideological opponent, and to mutually penetrate beneath the level of ideology to a generative level and mode of thinking. The productive output of such sessions can be much greater than any number of brainstorming sessions occurring within a circle of "self-anointed truth-bearers."

Generations of children are being short-changed and mind-stunted by inappropriate educational methods. This stunting and starving of brains occurs from kindergarten through university, and beyond. Those who have been paying attention understand that this is not happening by accident, just as the "energy starvation agenda" of modern governments is not happening by accident.

If a society is marinated in ideological thinking -- as virtually all human societies have been -- change can be very slow in coming. Since the converging problems of debt and demographic decline in the west are occurring at a rate which will probably not allow the needed changes to occur at high enough levels, it is up to persons at more local levels to instigate necessary changes to the best of their ability.

Do not make the mistake of thinking that a magical singularity will miraculously solve the human world's problems. Singularities help those who help themselves. Humans will have to make this transition from ideological thinking to generative thinking.

What proportion of humans will need to move beyond conventional thinking? Al Fin futurologists estimate that at least 10% and perhaps as many as 20% of humans within a society will have to forsake ideology and learn to think for themselves. The odds of finding such an innovation-rich environment by accident are very poor.

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13 June 2010

Making a Habit of Blowing One's Monkey Mind

Most humans never rise above "First Order Thinking" -- basic goal oriented behaviours, reading, computing, memorising, and fitting acquired comprehensions within a pre-existing, culturally inherited mental frame. At the most, a typical human will achieve "Metacognition," where he monitors his progress in first order thinking, and grades his progress. It is the unusual human who breaks through to "Transformative Learning."

The capacity for transformative learning develops in middle to late adolescence, although few persons truly experience it, and fewer still achieve mastery of the transformative process. Transformational learning involves breaking through cultural and paradigmatic constraints, to richer conceptual fields beyond.

The academic theory of transformative learning is almost entirely restricted to the field of "adult learning", because that is the field of learning where the theory originated and developed, for the most part. And perhaps those who teach adolescents and young adults in conventional institutions of education are just a bit too happy and complacent with the way things are in conventional education.

Transformational learning is not easy or comfortable -- for either teacher or student. But it is necessary, and those who care about the fate of humans in this part of the galaxy will begin to take it seriously.
Personal transformations often follow  the following phases:
  1. Experiencing a disorientating dilemma, paradox, enigma or anomaly
  2. Feelings of fear, anger, guilt, or shame
  3. Questioning one's assumptions
  4. Recognising the need for personal transformation
  5. Exploring new roles, relationships and actions
  6. Planning a course of action
  7. Acquiring new knowledge and skills
  8. Provisional trying of new roles
  9. Building confidence in new roles and relationships
  10. A re-integration of a new perspective into one's life

Ref. Mezirow, Jack et al. (2000) Learning as Transformation
_Hent.org

Most people do not take kindly to being "disoriented." Feelings of "guilt, shame, anger" etc. are not the half of it, for most ordinary monkey-minds. The full play of emotions can enter the dynamic process of transformative learning. Not exactly how you remember school? Join the club.
When a fundamentally disconfirming experience or a disorienting dilemma challenges our frame of reference, we are presented with the opportunity to dive to the deepest level of learning in an effort to make meaning of the catastrophic experience. So powerful is this kind of learning that Mezirow described it as "emancipation from libidinal, linguistic, epistemic, institutional or environmental forces that limit our options and our rational control over our lives, but have been taken for granted or seen as beyond human control." This experience can cause us to critically reflect on our beliefs and presuppositions, resulting in either a transformed way of pattern recognition, or, at the deepest level, a totally transformed framework. _ Learning to Think Strategically
Emancipation? Yes, and much more. Release from constraints plus the motive power to go beyond previous limitations.

Many animals can be trained to remain within a limited perimeter of physical or behavioural space. Then, when the real constraints are surreptitiously removed without the animal's awareness, the animal continues to limit itself as if the constraints remained. Monkey men are just like those animals. Transformative learning wakes them up.
For learners to change their "meaning schemes (specific beliefs, attitudes, and emotional reactions)," they must engage in critical reflection on their experiences, which in turn leads to a perspective transformation (Mezirow 1991, p. 167). "Perspective transformation is the process of becoming critically aware of how and why our assumptions have come to constrain the way we perceive, understand, and feel about our world; changing these structures of habitual expectation to make possible a more inclusive, discriminating, and integrating perspective; and, finally, making choices or otherwise acting upon these new understandings" (ibid.).

...Transformative learning has two layers that at times seem to be in conflict: the cognitive, rational, and objective and the intuitive, imaginative, and subjective (Grabov 1997). Both the rational and the affective play a role in transformative learning. Although the emphasis has been on transformative learning as a rational process, teachers need to consider how they can help students connect the rational and the affective by using feelings and emotions both in critical reflection and as a means of reflection (Taylor 1998). _ericdigests
Very few theorists have come to understand the centrality of grief to the process of learning and growing. Manfred Clynes is one such researcher. Robert Boyd is another. To understand why meaningful learning and transformation should involve grief, is to begin to appreciate how profoundly important being a human (as opposed to being a monkey) truly is.
There is an innate drive in all humans to understand and make meaning of their experiences. It is through established belief systems that adults construct meaning of what happens in their lives...Developing more reliable beliefs about the world, exploring and validating their dependability, and making decisions based upon an informed basis, is central to the adult learning process. _PraegerHandbookVol2
Most pseudo-intellectuals in academia, media, law, politics, and environmentalism are perfectly content to forego the exhausting work of transformation. Their time is filled with a daily routine of monkey games, which is as satisfying as they seem to require.

But those who wish to step beyond the ordinary shite fight and mudslinging of monkey play, into the larger universe of human, trans-human, and "posthuman" possibilities, it's going to take a lot of work, pain, and grief. Over and over, as long as you continue wanting to go farther.

Good little self-satisfied monkeys would never tolerate anything like that.

This is important: The crucially important and helpful techniques of transformative learning can be twisted -- are being twisted every day -- by professors, workshop leaders, propagandists, politicians, and others who shape the minds of others for their own benefit, rather than helping the person shape his own mind for purposes of personal and professional growth. This perversion of the transformative process is called brainwashing, or sometimes "consciousness raising." The goal of brainwashing is to confine the mind -- the opposite of liberation or emancipation.

Anyone who has experienced genuinely liberating and empowering transformation will detect the attempt at false and perverted "transformation" fairly easily. And it will make him very, very angry to see it.

More on this topic later.

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12 June 2007

Stochastic Resonance: Non-Quotidian Carbon Ejector---Sending the Boogey-Molecule to Oblivion

Carbon Dioxide has become a molecule to be feared by lightweight intellects the world around. And although at this time lightweight intellects far outnumber the heavyweight variety, there are still enough deep and rational thinkers to devise solutions to many problems--even that of the boogey-man molecule that is become death, the destroyer of worlds.
the idea proposed by Alfred Wong of the University of California, Los Angeles, at last week's meeting of the American Geophysical Union, in Acapulco, is about as lateral as they come. Dr Wong reckons the problem is not so much that CO2 is being thrown away, but that it is not being thrown far enough. According to his calculations, a little helping hand would turn the Earth's magnetic field into a conveyor belt that would vent the gas into outer space, whence it would never return.

The site of the conveyor Dr Wong is proposing to build is the Arctic. More specifically, he is suggesting it be over one of his workplaces, the High Power Auroral Stimulation facility near Fairbanks in Alaska that he set up 20 years ago to stimulate and study artificial auroras.

... His idea starts with the fact that CO2 molecules like to team up with loose electrons, to form CO2 ions. A few percent of the CO2 molecules in the air manage to find such electrons. As a result they become negatively charged.

The second piece of luck is that all over the Earth there is a constant vertical electrical field. The surface and the atmosphere form a giant battery, as the lightning discharges of thunderstorms demonstrate. This field tends to make negatively charged ions, such as those of CO2, drift upward. At first this happens slowly, because collisions with other molecules keep throwing the drifting ions off course. But after a few days they arrive at an altitude, about 125km up, which is so rarefied that an ion can move freely about. This is when the last stage of their one-way trip into space begins: sailing along the magnetic field of the Earth.

High in the polar regions, the lines of magnetic force point almost straight upwards. When a charged particle is in a magnetic field, it tends to travel along that field's lines of force, spiralling as it goes. In the case of a CO2 ion at an altitude of 125km, it spirals round 17 times a second.

... The leg-up he proposes comes in two stages. First, he has to ionise more CO2. There are many ways this might be done, but for a first experiment Dr Wong proposes zapping dust in the atmosphere with powerful lasers, to release electrons that can then combine with CO2. Having created the ions, he will then nudge those that have drifted upwards to the appropriate height with radio waves of exactly 17 cycles a second, which will give them a nice stock of energy at the beginning of their spiralling phase.

Once they are there, Dr Wong expects the incoming stream of charged particles that cause auroras to deliver the bonus that will make the whole thing work, by dumping some of their energy into the spiralling as well. This should happen through a process called stochastic resonance: the spiralling molecules get preferential treatment, so to speak, because they stand out in what is otherwise an environment of random movements.
Source

One cannot help but admire Dr. Wong's ability to combine a strong imagination with a facility for logical chaining. Such problem-solving thinking--almost lateral thinking--is in short supply in science, as in most other human endeavors. And yet it is lateral thinking that is most likely to take the best of humanity into the next level.

For whatever reason, lateral thinking is not taught in schools as a matter of course, though it should be. If it were, far less human energy and capital would be wasted on faulty CAGW GCM models, and other politically inspired pseudo-science.

Hat tip Green Watch.

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09 April 2007

Hunting Buried Treasure

The surface of the earth hides much treasure, buried below. Oil, gas, precious metals, scientific findings, and potentially valuable geothermal heat. How nice it would be to have the ability to look beneath the earth, to find all the treasures there.
High-resolution images that reveal unexpected details of the Earth's internal structure are among the results reported by MIT and Purdue scientists in the March 30 issue of Science. The researchers adapted technology developed for near-surface exploration of reservoirs of oil and gas to image the core-mantle boundary some 2,900 kilometers, or 1,800 miles, beneath Central and North America.

"Rather than depth, it's the resolution and lateral scale that are unique in this work," said lead author Rob van der Hilst, professor of earth, atmospheric and planetary sciences (EAPS) and director of MIT's Earth Resources Laboratory. "This could lead to a new era in seismology and all the other deep Earth sciences. In addition, our new expertise may be able to improve how we look for oil in or beneath geologically complex structures such as the Gulf of Mexico salt domes," he said.

The technique--akin to medical imaging such as ultrasounds and CAT scans--led to detailed new images of the boundary between the Earth's core and mantle. These images, in turn, help researchers better understand how and where the Earth's internal heat is produced and how it is transported to the surface. They also provide insight into the Earth's giant heat engine--a constant cycle of heat production, heat transfer and cooling.
Source

A recent seismic survey in California located a 50 million year old impact crater three miles in diameter, buried 4300 feet deep under sediment.

A better understanding of geologic structure would help to utilise the geothermal energy trapped in dry hot rocks.

Finally, should the a large comet or asteroid hit the planet before humans learn to utilise the lebensraum available in the greater solar system, it might be necessary to establish large scale communities underground, powered by nuclear energy. It might even be necessary to build these communities as "generation ships", suitable for long term survival until the surface of earth became livable again.

It is, after all, our planet. Understanding it better--inside and out--is simply smart thinking. Preparing for all contingencies.

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01 November 2005

Enter the Chakra

The East, land of mysticism, oriental land of subtlety and enigma. Yogic mind and body control, buddhist meditation, acupuncture, subtle body energies and chakras. Exquisite control of motion in the tea ceremony, or the aikido throw. Mastery of the self.

Westerners scoff at anything that cannot be seen, measured, and visibly manipulated. That attitude has served the west in its dominance of the planet. Yet westerners are running headlong into the fractal nature of reality. Getting from here to there is no longer accomplished by traveling a straight line. Brute force cannot accomplish many of the necessary intermediate and long term goals. More subtle means of sensing the flow of knowledge may be necessary.

Information science and other problem solving disciplines utilise indirection and lateral thinking in solving complex logic problems. Such methods begin to stray from the stereotypical western "straight-on" approach. Chronic pain has so burdened employees of western enterprises, that western physicians finally accepted acupuncture as a valid discipline. Acupuncture lacks the dependency problems that often come from the pharmaceutical treatment of chronic pain.

Western music has often been a path to the mystical, from medieval monastic chants, to modern new age and trance music. Manfred Clyne, a neuroscientist and musician, discovered a path to spiritual regeneration when researching emotions and their connection to music. For westerners, Clyne's method of exercising and purging the emotions would be an extremely useful practise.

The eastern concept of chakra is another portal through which westerners might possibly step into fractal reality. The act of visualising various energy centers within one's body could conceivably tap into the body's proven [PDF]neuroendocrine axis. Since white blood cells carry neurotransmitter and hormone receptor proteins, the immune system is part of the same axis. Norman Cousins explored the territory in his own battles with serious disease.

Western civilisation has developed amazing tools for analysis and exploration. The overwhelming dominance of the western world attests to this. Even China, center of the eastern world, has only been able to shake itself partially out of its age-old slumber through adopting many western methods in finance, engineering, and science. It is past time to admit that the western world is capable of learning from other civilisations. Matter without energy is inert. Energy without mind is blind. Mind without spirit is futile. Spirit without freedom is despair. Update: Aristides
demonstrates that freedom without spirit is also despair. Many thanks.

Reality is fractal. To understand and deal with reality, the west needs the east. The straight on, brute force approach must be supplemented with indirection and subtlety. The mind must make peace with the body, and emotions, each working with the others. Together they must reach out to something higher: a possibility, a dream.

By embracing a larger complexity of life and possibilities, humans can incorporate a larger portion of enchantment into their realities.

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19 June 2005

Evolution by Indirection

How would you get from here, between levels, to the next level? How do short-lived bipeds of mediocre intelligence, gossip-mongers, delusional mob thinkers and actors--how do we get there from here?

Virtually nothing in nature travels by straight line. The same is true for evolution. Evolution twists and turns like a lazy river. Watching a slow moving river on a quiet day you would never guess at all the floods, torrents, and deluges. Observe a branching evolutionary tree. Cover the top half with a sheet of paper and ask someone to predict which of the lower branches will survive to the top level. You are tempted to say that one cannot get there from here, going from the root to the uppermost branch. But you can indeed trace the maze-like connection, once you see to the top.

A man drives along a rainy street at night, trying to see through the thick falling drops to the street where he must turn. He sees that he is almost to the street and begins his turn-but something makes him pause. Suddenly a motorcycle with dim headlights surprises the man and bursts through the rain. The motorcycle passes through the space the man's car would have occupied if he had proceeded to turn. Why did the man pause his turn?

Another man puzzles over a scientific problem. He cannot make head nor tail of the problem no matter how he thinks about it. Then, while the man is sleeping before a fire, in a dream, the solution comes to him. What caused the answer to suddenly appear in a dream?

A third man struggles to climb a sheer cliff, hundreds of feet off the ground. He is tired and in a precarious position. He has to move and as he moves suddenly he feels himself start to fall. He tries to compensate but his imbalance gets worse. Suddenly he relaxes and his body moves, as if on its own, precisely to the position that allows him to recover and move on. Why did he relax when he was in danger of falling, and why did letting go of his rigid mental grip allow his "mindless body" to recover?

We can try to picture the path we need to follow in becoming next level humans. But we cannot see enough of the maze to see through to the end. Perhaps we are holding on too rigidly to our present concepts, preventing us from making the transition to concepts that would facilitate growth. Our evolution may not be smooth. Like a river, we may have to live through the floods and deluges. Ice dams may have to break to release enough hydraulic power to shape our future selves.

Some of the answers may come to us in our sleep. We will forget most of them in our "waking" to everyday life. Some of us may remember a few things. What we do with the things we remember will determine how smoothly we can make the change.

Imagine someone such as Stalin or Kim making the transition to long life and super intelligence. Imagine the suffering of most humans under such an unending regime of horror and death. Such a thing is not likely.

Next level humans will arrive via lateral thinking and indirection. Edward de Bono has written several books on the lateral thinking methods of problem solving. As we learn more about how the human brain actually works we will learn better ways of using it. Then, as we learn how the human genome shapes the human brain in concert with the larger environment, we will learn better ways of making smarter humans. That frightens a lot of people.

That is because most humans are easily frightened. Most humans will not be capable of stepping beyond themselves. The habit of thinking with the group, of seeking reassurance from the group, will hold them back. Next level humans will be fiercely independent. Next levels will be too independent to want to use their potency to control masses of primitives and between-levels. They have places to go, things to do, and much to learn.

Humans are not rational in the way computers are rational. Humans are much more. Human minds function in an indirect manner. Emotions are at the heart of the human mind. Deep within the human mind, apparently another mind resides, a mind capable of solving problems that the superficial mind has difficulty solving directly. The deeper, more indirect, mind has trouble communicating with the superficial mind. Bridging that communications gap is just one problem that independent and intelligent between-levels need to solve, to evolve.

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