Digital Innovation Quotes

I think the biggest innovations of the twenty-first century will be the intersection of biology and technology. A new era is beginning, just like the digital one was when I was his age.

Digital minimalism definitively does not reject the innovations of the internet age, but instead rejects the way so many people currently engage with these tools.

progress comes not only in great leaps but also from hundreds of small steps.

A new idea comes suddenly and in a rather intuitive way,” Einstein once said, “but intuition is nothing but the outcome of earlier intellectual experience.

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Innovation requires having at least three things: a great idea, the engineering talent to execute it, and the business savvy (plus deal-making moxie) to turn it into a successful product.

Success breeds complacency. Complacency breeds failure. Only the paranoid survive.

You read everything—that’s part of the job,” he said. “You accumulate all this trivia, and you hope that someday maybe a millionth of it will be useful.

But the main lesson to draw from the birth of computers is that innovation is usually a group effort, involving collaboration between visionaries and engineers, and that creativity comes from drawing on many sources. Only in storybooks do inventions come like a thunderbolt, or a lightbulb popping out of the head of a lone individual in a basement or garret or garage.

Innovation requires articulation.

A physicist is one who’s concerned with the truth,” he later said. “An engineer is one who’s concerned with getting the job done.

Knowing that great conceptions are worth little without precision execution

People with the halo effect seem to know exactly what they’re doing and, moreover, make you want to admire them for it.

There is an absolute need for organizations to innovate, grow, transform, and reinvent themselves faster than ever before.

There was a key lesson for innovation: Understand which industries are symbiotic so that you can capitalize on how they will spur each other on.

Insert quarter, avoid Klingons.

Another key to fielding a great team is pairing visionaries, who can generate ideas, with operating managers, who can execute them. Visions without execution are hallucinations.31

authority should be questioned, hierarchies should be circumvented, nonconformity should be admired, and creativity should be nurtured.

The tale of their teamwork is important because we don’t often focus on how central that skill is to innovation.

innovation resides where art and science connect is not new. Leonardo da Vinci was the exemplar of the creativity that flourishes when the humanities and sciences interact. When Einstein was stymied while working out General Relativity, he would pull out his violin and play Mozart until he could reconnect to what he called the harmony of the spheres.

Overregulation stifles creativity. It smothers innovation. It gives dinosaurs a veto over the future. It wastes the extraordinary opportunity for a democratic creativity that digital technology enables.

The pride of the digital age is not just in the possession of innovative tools but the ability to skillfully connect with humans behind them

Innovation occurs when ripe seeds fall on fertile ground.

Once again, the greatest innovation would come not from the people who created the breakthroughs but from the people who applied them usefully.

The computer and the Internet are among the most important inventions of our era, but few people know who created them.

Failure isn't something to be embarassed about; it's just proof that you're pushing your limits, trying new things, daring to innovate.

Sometimes innovation is a matter of timing. A big idea comes along at just the moment when the technology exists to implement it.

The art of questioning is to ignite innovative thinking; the science of questioning is to frame system thinking, with the progressive pursuit of better solutions.

People don’t invent things on the Internet. They simply expand on an idea that already exists.

A nation which depends upon others for its new basic scientific knowledge will be slow in its industrial progress and weak in its competitive position in world trade.

Only the paranoid survive.

This isn’t about replacing human thinking with machine thinking. Rather, in the era of cognitive systems, humans and machines will collaborate to produce better results, each bringing their own superior skills to the partnership

The best way to predict the future is to invent it.

Like many entrepreneurs, Bushnell had no shame about distorting reality in order to motivate people.

Finally, I was struck by how the truest creativity of the digital age came from those who were able to connect the arts and sciences.

A big idea comes along at just the moment when the technology exists to implement it.

The thing that Von Neumann had, which I’ve noticed that other geniuses have, is the ability to pick out, in a particular problem, the one crucial thing that’s important.

intuition is nothing but the outcome of earlier intellectual experience.

The maker culture in America, ever since the days of community barn raisers and quilting bees, often involved do-it-ourselves rather than do-it-yourself.

It is in the mind of a single person that creative ideas and concepts are born.

I learned electronics as a kid by messing around with old radios that were easy to tamper with because they were designed to be fixed.

Profit is the universal trigger of innovation.

People will provide judgment, intuition, empathy, a moral compass, and human creativity.

That was back when state governments valued education and realized the economic and social value of making it affordable.

While she slept, her subconscious untangled the knot that her conscious mind had been unable to.

In other words, the future might belong to people who can best partner and collaborate with computers.

The future is closer than you think. You can pay attention now or watch the transformation happen right in front of your eyes

The jobs in the greatest demand in the future don't yet exist and will require workers to use technologies that have not yet been invented to solve problems that we don't yet even know are problems.

Ada’s ability to appreciate the beauty of mathematics is a gift that eludes many people, including some who think of themselves as intellectual. She realized that math was a lovely language, one that describes the harmonies of the universe and can be poetic at times.

Likewise, civilizations have throughout history marched blindly toward disaster, because humans are wired to believe that tomorrow will be much like today — it is unnatural for us to think that this way of life, this present moment, this order of things is not stable and permanent. Across the world today, our actions testify to our belief that we can go on like this forever, burning oil, poisoning the seas, killing off other species, pumping carbon into the air, ignoring the ominous silence of our coal mine canaries in favor of the unending robotic tweets of our new digital imaginarium. Yet the reality of global climate change is going to keep intruding on our fantasies of perpetual growth, permanent innovation and endless energy, just as the reality of mortality shocks our casual faith in permanence.

Innovation occurs when ripe seeds fall on fertile ground. Instead of having a single cause, the great advances of 1937 came from a combination of capabilities, ideas, and needs that coincided in multiple places.

To be successful in this field, you need to become a problem solver with good observation skills and a desire to create things. You never stop learning in this field. You face new challenges with every new project, many of which require innovative solutions that you must discover on your own.

Like many aspects of the digital age, this idea that innovation resides where art and science connect is not new. Leonardo da Vinci was the exemplar of the creativity that flourishes when the humanities and sciences interact.

Human ingenuity,” wrote Leonardo da Vinci, whose Vitruvian Man became the ultimate symbol of the intersection of art and science, “will never devise any inventions more beautiful, nor more simple, nor more to the purpose than Nature does.

The Analytical Engine has no pretensions whatever to originate anything,” she wrote in her “Notes.” “It can do whatever we know how to order it to perform. It can follow analysis; but it has no power of anticipating any analytical relations or truths.” A century later this assertion would be dubbed “Lady Lovelace’s Objection

Just as combining the steam engine with ingenious machinery drove the Industrial Revolution, the combination of the computer and distributed networks led to a digital revolution that allowed anyone to create, disseminate, and access any information anywhere.

Public awareness is an important component of innovation.

When people take insights from multiple sources and put them together, it’s natural for them to think that the resulting ideas are their own—as

There was no such thing as the Scientific Revolution,

Innovation has to become the philosophy, and part of DNA in an organization.

Innovation becomes possible only if people can step out of their comfort zone.

You can feel creative tension when you sense the freedom to be creative, the harmony not via compliance only, but through brainstorming.

Creativity is a high level of thinking and intelligence.

You cannot make omelets without breaking some eggs.

An invention, especially one as complex as the computer, usually comes not from an individual brainstorm but from a collaboratively woven tapestry of creativity.

One day ladies will take their computers for walks in the park and tell each other ‘My little computer said such a funny thing this morning!’ ” he japed in 1951.

We’ve always done it that way!” is more poisonous than ever. Innovation isn’t just a virtue, it’s a requirement.

There was a key lesson for innovation: Understand which industries are symbiotic so that you can capitalize on how they will spur each other on. If

First and foremost is that creativity is a collaborative process. Innovation comes from teams more often than from the lightbulb moments of lone geniuses. This was true of every era of creative ferment. The Scientific Revolution, the Enlightenment, and the Industrial Revolution all had their institutions for collaborative work and their networks for sharing ideas.

When part of this ecosystem was lacking, such as for John Atanasoff at Iowa State or Charles Babbage in the shed behind his London home, great concepts ended up being consigned to history’s basement. And when great teams lacked passionate visionaries, such as Penn after Mauchly and Eckert left, Princeton after von Neumann, or Bell Labs after Shockley, innovation slowly withered.

Now kids get a MacBook and regard it as an appliance. They treat it like a refrigerator and expect it to be filled with good things, but they don’t know how it works. They don’t fully understand what I knew, and my parents knew, which was what you could do with a computer was limited only by your imagination.”8

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Mauchly and Eckert should be at the top of the list of people who deserve credit for inventing the computer, not because the ideas were all their own but because they had the ability to draw ideas from multiple sources, add their own innovations, execute their vision by building a competent team, and have the most influence on the course of subsequent developments. The machine they built was the first general-purpose electronic computer.

The next phase of the Digital Revolution will bring even more new methods of marrying technology with the creative industries, such as media, fashion, music, entertainment, education, literature, and the arts. Much of the first round of innovation involved pouring old wine—books, newspapers, opinion pieces, journals, songs, television shows, movies—into new digital bottles. But new platforms, services, and social networks are increasingly enabling fresh opportunities for individual imagination and collaborative creativity. Role-playing games and interactive plays are merging with collaborative forms of storytelling and augmented realities. This interplay between technology and the arts will eventually result in completely new forms of expression and formats of media. This innovation will come from people who are able to link beauty to engineering, humanity to technology, and poetry to processors. In other words, it will come from the spiritual heirs of Ada Lovelace, creators who can flourish where the arts intersect with the sciences and who have a rebellious sense of wonder that opens them to the beauty of both.

He kept asking Kay and others for an assessment of “trends” that foretold what the future might hold for the company. During one maddening session, Kay, whose thoughts often seemed tailored to go directly from his tongue to wikiquotes, shot back a line that was to become PARC’s creed: “The best way to predict the future is to invent it.”60

The culture at Atari was a natural outgrowth of [Nolan] Bushnell’s personality. But it was not simply self-indulgent. It was based on a philosophy that drew from the hippie movement and would help define Silicon Valley. At it’s core were certain principles: authority should be questioned, hierarchies should be circumvented, nonconformity should be admired and creativity should be nurtured.

Von Neumann, by contrast, wore a three-piece suit at almost all times, including on a donkey ride down the Grand Canyon; even as a student he was so well dressed that, upon first meeting him, the mathematician David Hilbert reportedly had but one question: Who is his tailor?45

Gates was the prime example of the innovator’s personality. “An innovator is probably a fanatic, somebody who loves what they do, works day and night, may ignore normal things to some degree and therefore be viewed as a bit imbalanced,” he said. “Certainly in my teens and 20s, I fit that model.

Most discoveries become imaginable at a very specific moment in history, after which point multiple people start to imagine them. The electric battery, the telegraph, the steam engine, and the digital music library were all independently invented by multiple individuals in the space of a few years.

By working backward from their deep values to their technology choices, digital minimalists transform these innovations from a source of distraction into tools to support a life well lived. By doing so, they break the spell that has made so many people feel like they’re losing control to their screens.

Life will be happier for the on-line individual because the people with whom one interacts most strongly will be selected more by commonality of interests and goals than by accidents of proximity.” J. C. R. Licklider and Robert Taylor, “The Computer as a Communication Device,” Science and Technology , Apr. 1968.

The following year, students at Duke University and the University of North Carolina, which were not yet connected to the Internet, developed another system, hosted on personal computers, which featured threaded message-and-reply discussion forums. It became known as “Usenet,” and the categories of postings on it were called “newsgroups.

This is also, I hope, a book about innovation. At a time when the United States is seeking ways to sustain its innovative edge, and when societies around the world are trying to build creative digital-age economies, Jobs stands as the ultimate icon of inventiveness, imagination, and sustained innovation. He knew that the best way to create value in the twenty-first century was to connect creativity with technology, so he built a company where leaps of the imagination were combined with remarkable feats of engineering. He and his colleagues at Apple were able to think differently: They developed not merely modest product advances based on focus groups, but whole new devices and services that consumers did not yet know they needed.

Byron published the first two cantos of his epic poem Childe Harold’s Pilgrimage, a romanticized account of his wanderings through Portugal, Malta, and Greece, and, as he later remarked, “awoke one morning and found myself famous.” Beautiful, seductive, troubled, brooding, and sexually adventurous, he was living the life of a Byronic hero while creating the archetype in his poetry. He became the toast of literary London and was feted at three parties each day, most memorably a lavish morning dance hosted by Lady Caroline Lamb. Lady Caroline, though married to a politically powerful aristocrat who was later prime minister, fell madly in love with Byron. He thought she was “too thin,” yet she had an unconventional sexual ambiguity (she liked to dress as a page boy) that he found enticing. They had a turbulent affair, and after it ended she stalked him obsessively. She famously declared him to be “mad, bad, and dangerous to know,” which he was. So was she.

Most of the successful innovators and entrepreneurs in this book had one thing in common: they were product people. They cared about, and deeply understood, the engineering and design. They were not primarily marketers or salesmen or financial types; when such folks took over companies, it was often to the detriment of sustained innovation. “When the sales guys run the company, the product guys don’t matter so much, and a lot of them just turn off,” Jobs said. Larry Page felt the same: “The best leaders are those with the deepest understanding of the engineering and product design.”34 Another lesson of the digital age is as old as Aristotle: “Man is a social animal.” What else could explain CB and ham radios or their successors, such as WhatsApp and Twitter? Almost every digital tool, whether designed for it or not, was commandeered by humans for a social purpose: to create communities, facilitate communication, collaborate on projects, and enable social networking. Even the personal computer, which was originally embraced as a tool for individual creativity, inevitably led to the rise of modems, online services, and eventually Facebook, Flickr, and Foursquare. Machines, by contrast, are not social animals. They don’t join Facebook of their own volition nor seek companionship for its own sake. When Alan Turing asserted that machines would someday behave like humans, his critics countered that they would never be able to show affection or crave intimacy. To indulge Turing, perhaps we could program a machine to feign affection and pretend to seek intimacy, just as humans sometimes do. But Turing, more than almost anyone, would probably know the difference. According to the second part of Aristotle’s quote, the nonsocial nature of computers suggests that they are “either a beast or a god.” Actually, they are neither. Despite all of the proclamations of artificial intelligence engineers and Internet sociologists, digital tools have no personalities, intentions, or desires. They are what we make of them.

Predictions that digital tools would allow workers to telecommute were never fully realized. One of Marissa Mayer’s first acts as CEO of Yahoo! was to discourage the practice of working from home, rightly pointing out that “people are more collaborative and innovative when they’re together.” When Steve Jobs designed a new headquarters for Pixar, he obsessed over ways to structure the atrium, and even where to locate the bathrooms, so that serendipitous personal encounters would occur. Among his last creations was the plan for Apple’s new signature headquarters, a circle with rings of open workspaces surrounding a central courtyard. Throughout history

The Industrial Revolution was based on two grand concepts that were profound in their simplicity. Innovators came up with ways to simplify endeavors by breaking them into easy, small tasks that could be accomplished on assembly lines. Then, beginning in the textile industry, inventors found ways to mechanize steps so that they could be performed by machines, many of them powered by steam engines. Babbage, building on ideas from Pascal and Leibniz, tried to apply these two processes to the production of computations, creating a mechanical precursor to the modern computer. His most significant conceptual leap was that such machines did not have to be set to do only one process, but instead could be programmed and reprogrammed through the use of punch cards. Ada saw the beauty and significance of that enchanting notion, and she also described an even more exciting idea that derived from it: such machines could process not only numbers but anything that could be notated in symbols.

The key to innovation—at Bell Labs and in the digital age in general—was realizing that there was no conflict between nurturing individual geniuses and promoting collaborative teamwork. It was not either-or. Indeed, throughout the digital age, the two approaches went together. Creative geniuses (John Mauchly, William Shockley, Steve Jobs) generated innovative ideas. Practical engineers (Presper Eckert, Walter Brattain, Steve Wozniak) partnered closely with them to turn concepts into contraptions. And collaborative teams of technicians and entrepreneurs worked to turn the invention into a practical product. When part of this ecosystem was lacking, such as for John Atanasoff at Iowa State or Charles Babbage in the shed behind his London home, great concepts ended up being consigned to history’s basement. And when great teams lacked passionate visionaries, such as Penn after Mauchly and Eckert left, Princeton after von Neumann, or Bell Labs after Shockley, innovation slowly withered.

As glitch feminists, this is our politic: we refuse to be hewn to the hegemonic line of a binary body. This calculated failure prompts the violent socio-cultural machine to hiccup, sigh, shudder, buffer. We want a new framework and for this framework, we want new skin. The digital world provides a potential space where this can play out. Through the digital, we make new worlds and dare to modify our own. Through the digital, the body 'in glitch' finds its genesis. Embracing the glitch is therefore a participatory action that challenges the status quo. It creates a homeland for those traversing the complex channels of gender's diaspora. The glitch is for those selves joyfully immersed in the in-between, those who have traveled away from their assigned site of gendered origin. The ongoing presence of the glitch generates a welcome and protected space in which to innovate and experiment. Glitch feminism demands an occupation of the digital as a means of world-building. It allows us to seize the opportunity to generate new ideas and resources for the ongoing (r)evolution of bodies that can inevitably move and shift faster than AFK mores or the societies that produce them under which we are forced to operate offline.

because of the huge number of pages and links involved, Page and Brin named their search engine Google, playing off googol, the term for the number 1 followed by a hundred zeros. It was a suggestion made by one of their Stanford officemates, Sean Anderson, and when they typed in Google to see if the domain name was available, it was. So Page snapped it up. “I’m not sure that we realized that we had made a spelling error,” Brin later said. “But googol was taken, anyway. There was this guy who’d already registered Googol.com, and I tried to buy it from him, but he was fond of it. So we went with Google.”157 It was a playful word, easy to remember, type, and turn into a verb.IX Page and Brin pushed to make Google better in two ways. First, they deployed far more bandwidth, processing power, and storage capacity to the task than any rival, revving up their Web crawler so that it was indexing a hundred pages per second. In addition, they were fanatic in studying user behavior so that they could constantly tweak their algorithms.

America's poor and working-class people have long been subject to invasive surveillance, midnight raids, and punitive public policy that increase the stigma and hardship of poverty. During the nineteenth century, they were quarantined in county poorhouses. During the twentieth century, they were investigated by caseworkers, treated like criminals on trial. Today, we have forged what I call a digital poorhouse from databases, algorithms, and risk models. It promises to eclipse the reach and repercussions of everything that came before. Like earlier technological innovations in poverty management, digital tracking and automated decision-making hid poverty from the professional middle-class public and give the nation the ethical distance it needs to make inhuman choices: who gets food and who starves, who has housing and who remains homeless, and which families are broken up by the state. The digital poorhouse is part of a long American tradition. We manage the individual poor in order to escape our shared responsibility for eradicating poverty.

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By the time I got to work, I had this realization that I didn’t have any more goals.”26 For the next two months, he assiduously tended to the task of finding for himself a worthy life goal. “I looked at all the crusades people could join, to find out how I could retrain myself.” What struck him was that any effort to improve the world was complex. He thought about people who tried to fight malaria or increase food production in poor areas and discovered that led to a complex array of other issues, such as overpopulation and soil erosion. To succeed at any ambitious project, you had to assess all of the intricate ramifications of an action, weigh probabilities, share information, organize people, and more. “Then one day, it just dawned on me—BOOM—that complexity was the fundamental thing,” he recalled. “And it just went click. If in some way, you could contribute significantly to the way humans could handle complexity and urgency, that would be universally helpful.”27 Such an endeavor would address not just one of the world’s problems; it would give people the tools to take on any problem.

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Toyota wasn’t really worried that it would give away its “secret sauce.” Toyota’s competitive advantage rested firmly in its proprietary, complex, and often unspoken processes. In hindsight, Ernie Schaefer, a longtime GM manager who toured the Toyota plant, told NPR’s This American Life that he realized that there were no special secrets to see on the manufacturing floors. “You know, they never prohibited us from walking through the plant, understanding, even asking questions of some of their key people,” Schaefer said. “I’ve often puzzled over that, why they did that. And I think they recognized we were asking the wrong questions. We didn’t understand this bigger picture.” It’s no surprise, really. Processes are often hard to see—they’re a combination of both formal, defined, and documented steps and expectations and informal, habitual routines or ways of working that have evolved over time. But they matter profoundly. As MIT’s Edgar Schein has explored and discussed, processes are a critical part of the unspoken culture of an organization. 1 They enforce “this is what matters most to us.” Processes are intangible; they belong to the company. They emerge from hundreds and hundreds of small decisions about how to solve a problem. They’re critical to strategy, but they also can’t easily be copied. Pixar Animation Studios, too, has openly shared its creative process with the world. Pixar’s longtime president Ed Catmull has literally written the book on how the digital film company fosters collective creativity2—there are fixed processes about how a movie idea is generated, critiqued, improved, and perfected. Yet Pixar’s competitors have yet to equal Pixar’s successes. Like Toyota, Southern New Hampshire University has been open with would-be competitors, regularly offering tours and visits to other educational institutions. As President Paul LeBlanc sees it, competition is always possible from well-financed organizations with more powerful brand recognition. But those assets alone aren’t enough to give them a leg up. SNHU has taken years to craft and integrate the right experiences and processes for its students and they would be exceedingly difficult for a would-be competitor to copy. SNHU did not invent all its tactics for recruiting and serving its online students. It borrowed from some of the best practices of the for-profit educational sector. But what it’s done with laser focus is to ensure that all its processes—hundreds and hundreds of individual “this is how we do it” processes—focus specifically on how to best respond to the job students are hiring it for. “We think we have advantages by ‘owning’ these processes internally,” LeBlanc says, “and some of that is tied to our culture and passion for students.

a simple, inspiring mission for Wikipedia: “Imagine a world in which every single person on the planet is given free access to the sum of all human knowledge. That’s what we’re doing.” It was a huge, audacious, and worthy goal. But it badly understated what Wikipedia did. It was about more than people being “given” free access to knowledge; it was also about empowering them, in a way not seen before in history, to be part of the process of creating and distributing knowledge. Wales came to realize that. “Wikipedia allows people not merely to access other people’s knowledge but to share their own,” he said. “When you help build something, you own it, you’re vested in it. That’s far more rewarding than having it handed down to you.”111 Wikipedia took the world another step closer to the vision propounded by Vannevar Bush in his 1945 essay, “As We May Think,” which predicted, “Wholly new forms of encyclopedias will appear, ready made with a mesh of associative trails running through them, ready to be dropped into the memex and there amplified.” It also harkened back to Ada Lovelace, who asserted that machines would be able to do almost anything, except think on their own. Wikipedia was not about building a machine that could think on its own. It was instead a dazzling example of human-machine symbiosis, the wisdom of humans and the processing power of computers being woven together like a tapestry.

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The same thing, notes Brynjolfsson, happened 120 years ago, in the Second Industrial Revolution, when electrification—the supernova of its day—was introduced. Old factories did not just have to be electrified to achieve the productivity boosts; they had to be redesigned, along with all business processes. It took thirty years for one generation of managers and workers to retire and for a new generation to emerge to get the full productivity benefits of that new power source. A December 2015 study by the McKinsey Global Institute on American industry found a “considerable gap between the most digitized sectors and the rest of the economy over time and [found] that despite a massive rush of adoption, most sectors have barely closed that gap over the past decade … Because the less digitized sectors are some of the largest in terms of GDP contribution and employment, we [found] that the US economy as a whole is only reaching 18 percent of its digital potential … The United States will need to adapt its institutions and training pathways to help workers acquire relevant skills and navigate this period of transition and churn.” The supernova is a new power source, and it will take some time for society to reconfigure itself to absorb its full potential. As that happens, I believe that Brynjolfsson will be proved right and we will start to see the benefits—a broad range of new discoveries around health, learning, urban planning, transportation, innovation, and commerce—that will drive growth. That debate is for economists, though, and beyond the scope of this book, but I will be eager to see how it plays out. What is absolutely clear right now is that while the supernova may not have made our economies measurably more productive yet, it is clearly making all forms of technology, and therefore individuals, companies, ideas, machines, and groups, more powerful—more able to shape the world around them in unprecedented ways with less effort than ever before. If you want to be a maker, a starter-upper, an inventor, or an innovator, this is your time. By leveraging the supernova you can do so much more now with so little. As Tom Goodwin, senior vice president of strategy and innovation at Havas Media, observed in a March 3, 2015, essay on TechCrunch.com: “Uber, the world’s largest taxi company, owns no vehicles. Facebook, the world’s most popular media owner, creates no content. Alibaba, the most valuable retailer, has no inventory. And Airbnb, the world’s largest accommodation provider, owns no real estate. Something interesting is happening.

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a harbinger of a third wave of computing, one that blurred the line between augmented human intelligence and artificial intelligence. “The first generation of computers were machines that counted and tabulated,” Rometty says, harking back to IBM’s roots in Herman Hollerith’s punch-card tabulators used for the 1890 census. “The second generation involved programmable machines that used the von Neumann architecture. You had to tell them what to do.” Beginning with Ada Lovelace, people wrote algorithms that instructed these computers, step by step, how to perform tasks. “Because of the proliferation of data,” Rometty adds, “there is no choice but to have a third generation, which are systems that are not programmed, they learn.”27 But even as this occurs, the process could remain one of partnership and symbiosis with humans rather than one designed to relegate humans to the dustbin of history. Larry Norton, a breast cancer specialist at New York’s Memorial Sloan-Kettering Cancer Center, was part of the team that worked with Watson. “Computer science is going to evolve rapidly, and medicine will evolve with it,” he said. “This is coevolution. We’ll help each other.”28 This belief that machines and humans will get smarter together is a process that Doug Engelbart called “bootstrapping” and “coevolution.”29 It raises an interesting prospect: perhaps no matter how fast computers progress, artificial intelligence may never outstrip the intelligence of the human-machine partnership. Let us assume, for example, that a machine someday exhibits all of the mental capabilities of a human: giving the outward appearance of recognizing patterns, perceiving emotions, appreciating beauty, creating art, having desires, forming moral values, and pursuing goals. Such a machine might be able to pass a Turing Test. It might even pass what we could call the Ada Test, which is that it could appear to “originate” its own thoughts that go beyond what we humans program it to do. There would, however, be still another hurdle before we could say that artificial intelligence has triumphed over augmented intelligence. We can call it the Licklider Test. It would go beyond asking whether a machine could replicate all the components of human intelligence to ask whether the machine accomplishes these tasks better when whirring away completely on its own or when working in conjunction with humans. In other words, is it possible that humans and machines working in partnership will be indefinitely more powerful than an artificial intelligence machine working alone?