the hypercube: organizing intelligence in a complex world (2001)

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    THE HYPERCUBE: Organizing Intelligence in a Complex World*

    by Lewis J. Perelman

    One form of the distinction between information and knowledge is that knowledge is informationabout how to connect information. Not uncommonly, the discovery of a pattern connecting

    previously unrelated bits of information occurs through serendipity. The churning of stuff through

    one's mental inbox generates random juxtapositions that can suddenly suggest new meanings to

    anyone ready to notice them.

    Key discoveries in science and technology often happen this way. Consider these:

    An accidentally contaminated experiment led to the discovery of penicillin

    A drum, designed to record Morse code, when spun too fast, suggested to Edison the means to

    record sound

    A waste product from the illuminating oil industry, gasoline, was exploited by other inventors

    to transform modern transportation

    And so on. James Burkewhose profession is a peculiar amalgam of historian, scholar, journalist,

    and showmanhas made a lucrative career out of reporting such oddly fortuitous connections.

    I mention all this mainly as background to a personal experience of this sort. A few years ago, in

    my quest to decipher the mason-barnstormer (M and B) clash (see sidebar), I interviewed the

    thirty-something founder of a hot young company in the booming field of data warehousing and

    data mining. That evening, I happened to read an article on the future direction of supercomputing

    technology. One thought led to another, and the following quasi-random notes are what evolved.

    In trying to peg the young CEO and his firm, I asked my usual question:

    How do you recruit the right kind of talent for such a new and fast-changing field?

    The split between Ms andBs is roughly, but not necessarily, generational. And despite his youth,

    my interviewees answer had a distinctly M class tone: "We recruit from the top five percent of the

    top two percent of (the) university programs."

    He had enoughB-class tendencies himself to recognize that there were people with valuable talent

    who lacked the usual academic credentials, and even noted a couple he had found in his company

    who hed reassigned to key engineering work. But to him, searching forthe best talentin the best

    schools was a matter of actuarial efficiency: MIT has already filtered them out, he explained.

    In the course of our far-flung conversation, this cyberpreneuralso had mentioned that massivelyparallelcomputing technology gives a boost to his firms software tools, which are designed to

    glean valuable gold nuggets from huge data mines. The comment triggered a twinge of irony that Icould not quite grasp until later that night when I read a Science magazine article onsupercomputing that had drifted fortuitously to the top of my ever-sprawling pile of reading

    matter.

    * 2001, Lewis J. Perelman. Parts of this essay were originally published inKnowledge Inc. (1996, 1997)

    and later in a Cutter Consortium Business Intelligence Executive Update (2001).

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    With the U.S. governments encouragement, the article reported, the next great leap in computing

    power would aim at a thousand-fold improvement in power to petaflops1000 trillion operations

    per second. The approaches to this daunting task are arrayed between two polar strategies.

    One strategy is to use a limited number of super-fast, superconducting processors.

    The other aims to employ a large number (millions) of relatively simple processors with the useful

    attribute of containing their own memory.

    So the first design extends what George Gilder characterizes in his book The Microcosm as the

    high-and-fastCray-type supercomputer architecture, while the latter projects the sharing of the

    processing load among a population of low-and-slow chips of the sort that drive a PC. The designsof computers around the massively parallel (MP) integration of numerous cheap, puny microchips

    have had several names and brands, but an early one I've always fancied was hypercube

    reflecting the connection of processors in several more than three directions or dimensions.

    Metaphorically, the superprocessor is class Ma distinctly centralized, elitist design.

    The MP architecture represents theB-class alternativea decentralized, egalitarian, even literally

    vulgar community which, like a termite mound or beehive, achieves a brilliant intelligence

    through the networked relationships of a horde of rather dull constituents.

    You can see the same polarization of vision in other areas of advancing technology, too. In the

    field of robotics, the quest forhuman-equivalent, super-intelligent C3PO-type androids is

    complemented now by another track aiming for a larger, more diverse population of insect-

    equivalent, relatively cheap mobile gadgets that are clever at doing one or two tasks really well.

    Similarlyas an alternative to computer mega-modelsgenetic algorithm and synthetic evolution

    systems pit a large population of simple-minded virtual creatures in a competitive churn that

    evolves rapidly to spawn digital beings that cannily solve problemsfrom finding effective drugs

    to picking winning stocksin ways that are often incomprehensible to their human parents.

    Therein lies what struck me as the paradox in the young CEOs preferences in computer

    architecture and organizational architecture.

    He saw the power that could be attained from harnessing together the capabilities of a collection of

    mundane computer chips, but preferred to build the architecture of his business organization

    around human superprocessors.

    This may seem to make sense if you look at an organization in isolation. But in a market space

    where many other enterprises are practicing the same credentialistemployment paradigm, you get

    the same foolish diseconomies as appear in some professional sportswhere greed-driven

    expansion and boundless bidding for superstar talent leads to a degradation of team performance

    as well as ultimate insolvency.

    I saw a compounding irony in the story of this young company: The selling point of its data

    mining technology is the ability to find golden needles ingiga-haystacks of statistical straw. Yet ithad not occurred to the CEO that finding the rightkind of human resources among the burgeoning

    billions of the earths population was an analogous problem to which his companys own tools

    might offer a practical solution. Not only practical, but potentially very lucrative, because so many

    other knowledge-age organizations face the same need.

    But I don't mean to pick on one manager or one company. The contrast, and growing mismatch, in

    our strategies for techical and human architectures is commonplace, practically ubiquitous.

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    Which brings me to the notion of the human hypercube. If we can organize PC chips, minibots,

    and A-life creatures with all the intelligence of an amoeba into systems that can solve problems

    and lead to brilliant discoveries, what productive power could be unleashed if we did something of

    the sort with networks of human brains?

    Yes, I know that teamworkis a near-obsession in management gurudom these days. But as MITs

    Michael Schrage rightly points out, team is a facile organizational form that commonly has little

    relationship to the subtle process ofcollaboration.

    The anthropological observations ofcommunities of practice as they naturally occur in business

    and other social groups may help meet the call of Schrage and others for organizational processes,

    practices, policies and incentives that are at least friendly to traditional forms of human

    collaboration.

    Work on multiple intelligences, learning styles, and other aspects of the cognitive sciences,

    behavioral traits, and performance assessment are fine-tuning our perception of the diversity of

    performance capabilities people can contribute to a collaborative process.

    Telematic networks loaded with groupware, whether proprietary or Web-based, may further

    expand the opportunities for collaboration. Ditto electronic performance/decision/knowledge

    support systems.

    But all that is not the same as inventing new and greatly more prolific forms of human parallel

    processingwith the same fervor, focus, and funding that we see being invested in the cyberworld.

    It is abundantly possible this is going on outside the range of my limited knowledgeif so, Id

    love to know about it.

    Yet the impression I get (from what my Web surfing and text churning has turned up) is that we

    are collectively pretty much in the dark ages in our knowledge and design ofhuman

    hyperworking. For instance, there are these items in the desktop moraine my serendipitous study

    has dredged up so far:

    In his book,A History of Reading, Alberto Manguel makes the surprising (to me, at least)

    revelation that, for all its hoary tenure and profound social impact, the basic process of readingremains largely uncharted by science.

    Mysteriously, we continue to read without a satisfactory definition of what it is we are doing,

    Manguel says. We know that reading is not a process that can be explained through a mechanical

    model. We know that it takes place in certain defined areas of the brain, but we also know that

    these areas are not the only ones to participate.

    We know that the process of reading, like that of thinking, depends on our ability to decipher and

    make use of language... but, Manguel senses, researchers seem reluctant to pursue that too far for

    fear that they may discover that language itself may be nothing more than an arbitrary absurdity.

    Whoa. When we don't even know how reading works, how much productivity can we expect to

    gain even frompaperless digital documentation, content and groupware, much less collaborativewriting, editing or problem-solving, all of which, like the Web generally, still are heavily rooted in

    text of one sort or another?

    Another article, by Lisa Alcalay Krug inForbes ASAP, reported on the growingHatred(the

    pieces title) between CEOs and CIOs. About two-thirds of managers surveyed said they would

    like to scrap their whole IS departments and start from scratch.

    Meanwhile 54 percent of IS techies told the surveyors that top management doesn't have a clue

    about ITs problems and challenges. Which leads me to wonder, where is the natural corporate

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    consitituency that understands what the heckhuman hypercube might mean, much less what to do

    about it?

    One, final discovery in my search for direction on the human hypercube was an insightful essay I

    surfed up on the Web by Philippe Baumard, a researcher of strategic management at the

    University of Paris. The paper, on the paradigm shift From InfoWar to Knowledge Warfare, starts

    with an observation by General F.M. Francks that Vietnam saw the first battlefield use of

    computers, such as the van-filling Univac 1005, which digested reams of data from reconnaissance

    photos and an array of starlight, infrared, and radar sensorsall giving a battlefield map of

    unprecedented detail.

    Meanwhile, Francks noted, the Vietnamese were digging tunnels and hiding in plain sight among

    the peasantry. All this a reminder of the capacity of those David Halberstam tagged the Best and

    the Brightestto, in the words of Sherlock Holmes, see everything and observe nothing.

    Granted, recent battlefield successes in the Persian Gulf in 1991 and in Afghanistan now show that

    our military has made great strides in the implementation of tactical intelligence. But the rubble

    field that sprawls where the World Trade Center once stood is a desperate monument to the

    shortcomings in the capacity of our overall strategic intelligence to protect our society from

    horrific threats.

    From this and similar experiences in economic and commercial as well as military spheres,

    Baumard argues persuasively for national knowledge strategies focused on the advancement of

    knowing, instead of the accumulation of knowledge. And future development of nationalintelligence should target the improvement of interpretational and sense-making skills, instead of

    the utopian quest for universal access to mere knowledge as a commodity.

    Good advice as far as it goes. But, despite a passing reference to interconnectivity and

    interoperability, Baumards prescription tracks the obsession of a long line of distinguished Gallic

    thinkers, from Voltaire and Rousseau to Zola and Piaget, with reengineeringof education toproduce a new breed of better thinkers.

    The flaw in the reach for social intelligence through academic excellence was graphically

    demonstrated by the young CEO I mentionedMichael Saylor. He and the best and brightest hehired at his company, Microstrategy, manipulated accounts to create the illusion of profits where

    there were actual losses. When the deception was exposed some years later, over 90 percent of the

    companys market valuation, and of Saylors personal fortune, were evaporated when its stock

    price crashed.

    That tack of seeking organizational intelligence through better diplomas veers away from what is

    really the central issue: the organizational ecology that filters out or neuters over 90 percent of the

    creative and critical talents present in the current, normal population. The productive potential of

    hypertechnology and hypermedia is bounded by our progress toward human hypermation.

    end

    Sidebar

    Masons vs.Barnstormers

    For the first couple of years that I'd been talking about the culture split in the modern workforce, I

    sometimes apologetically hung the labels hip andsquare on the two emerging classes (falling back

    on Beat terms that were already archaic in the sixties), for lack of a better idea.

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    But one day, while rearranging my office, I stumbled on a quote from the visionary Theodore

    Sturgeon whose imagery suggested what I feel are more apt terms. In a book review, Sturgeon

    offered this pivotal insight:

    the universal quest for stability takes two formsthat of the pyramid builder, who stakes

    out his territory, measures it, and plans course after course toward a definite goal, or apex;

    and that of the gull, whose stability is dynamic, who must be ever in motion to remain stable,and who has equipped and trained himself to tilt and recover, to adjust to direction and

    temperature and density and whatever else he may encounter.

    This is very close to the division in workforce, organization, and management we see developing

    through the transformation from an industrial to a knowledge economy. So, translating Sturgeons

    metaphor into human terms, I proposed to call one workforce culture class M, formasonic, and the

    otherclass B, forbarnstormer.

    Pyramid builders after all are literally masons. In fact, the fraternity of Freemasons traces its

    spiritual roots to the builders of ancient Egypt. But as a creature of the 18th-century dawn of the

    industrial era, the formal Masonic order is also based on the human pyramid of the organization

    chart, and its rituals of social exclusion, induction, and pyramid-climbing advancement by degreesare typical of the culture of many industrial organizations.

    It occurred to me that, in contrast to the M class builders and climbers of social pyramids, thehuman analogy to the seagulls are the type of people who studied, analyzed, and ultimately

    recreated in metal and fabric the fluid flexibility of the gull's flight: the barnstormers who

    pioneered the aviation industry.

    The barnstormersfrom Wright to Curtis to Lindbergh and a slew of otherswere both

    individualists and collaborators, but not bureaucrats. They lacked credentials, standards, rank, or

    position. They developed aeronautical engineering by building aircraft, and they mastered flight

    by flying.

    Class B clearly is not limited only to the aviation industry and has played a visible economic role

    at least since the time of the American colonies. Arguably it was the dominant paradigm in

    America at least until the middle of the nineteenth century.

    But the explosive growth and sprawl of giant industrial bureaucracies in the course of the

    twentieth century, accelerated particularly by the Second World War, edified class Mand pushed

    class B down and out to the economys margin.

    Now the pendulum is swinging with gathering momentum the other way. While weve been

    talking about thepostindustrial economy for a full generation, the impact of what Alvin Tofflercalled the Third Wave only became broadly tangible and visible around 1990, marked by the

    simultaneous collapse of the Soviet empire, the obliteration of a Second-Wave by a Third-Wave

    military force in the Persian Gulf, and a macroeconomic upheaval (downheaval?) which departedfrom historical patterns.

    The recession that followed the end of the Cold War spawned a wave of mergers, downsizing,outsourcing, and reengineering that generally dislocated the previously unscathed M class: white-

    collar, college-degreed, managerial and technical professionals. The combination of venture

    capital, structural innovation, and labor shortage that marked the succeeding 10-year boom gave

    unprecedented opportunity, power, and wealth to theB Class.

    The same technological, organizational, and market forces that give nightmares to the class Mworkforce are a barnstormers dream. But for the past decade, the inherent conflict between the

    two cultures was mollified by the balm of growth. In fact, as the image of normal corporate

    success and culture shifted toward the B-typeand its pattern of overt informality, fun,

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    inventiveness, youth-focus, fluid if not fickle relationships, micro-entrepreneurialism, and go-go

    optimism bordering on arrogancea fair number of M-Class stalwarts defected to the B-side,

    often with some fanfare.

    The combination of economic recession and the strategic upheaval following the events of

    September 11 have thrown us suddenly into a new new economy whose form and direction are

    as yet unfathomed. In the short run, there has been some backlash in the direction of more

    conservative dress, behavior, and management.

    But the ink, once spilled, does not go back in the bottle without leaving its mark. Already it is

    evident that the imperatives of both economic recovery and strategic security demand an

    accelerated, albeit adapted implementation of the structural transformations launched during thelate expansion: more frictionless collaboration across internal and external (B2B, B2G, G2G)

    boundaries, more intensive data-gathering, data-mining, and application of intelligence to

    operations, more adaptation of management to complex distributed systems, more flexible

    management of human capital, and so on.

    In this new churn of power and competition for control, direction, and resources, the inherent

    conflict between the two cultures inevitably will be in play. Neglected, it may boil over. Managed

    creatively, it can proceed to a new synthesis of organizational, and inter-organizational designs.

    Finding a way to handle this transformation of work, workers, and organization will remain a first-order challenge as we chart new paths toward prosperity and security in dangerous times.

    XXX