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Running List of My Research on AI, ML & Robotics Policy

by on July 29, 2022 · 0 comments

[last updated 4/3/2025 – Check my Medium page for latest posts]

This a running list of all the essays and reports I’ve already rolled out on the governance of artificial intelligence (AI), machine learning (ML), and robotics. Why have I decided to spend so much time on this issue? Because this will become the most important technological revolution of our lifetimes. Every segment of the economy will be touched in some fashion by AI, ML, robotics, and the power of computational science. It should be equally clear that public policy will be radically transformed along the way.

Eventually, all policy will involve AI policy and computational considerations. As AI “eats the world,” it eats the world of public policy along with it. The stakes here are profound for individuals, economies, and nations. As a result, AI policy will be the most important technology policy fight of the next decade, and perhaps next quarter century. Those who are passionate about the freedom to innovate need to prepare to meet the challenge as proposals to regulate AI proliferate.

There are many socio-technical concerns surrounding algorithmic systems that deserve serious consideration and appropriate governance steps to ensure that these systems are beneficial to society. However, there is an equally compelling public interest in ensuring that AI innovations are developed and made widely available to help improve human well-being across many dimensions. And that’s the case that I’ll be dedicating my life to making in coming years.

Here’s the list of what I’ve done so far. I will continue to update this as new material is released: Continue reading →

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Governing Virtual Reality Social Spaces

by on March 5, 2018 · 4 comments

“You don’t gank the noobs” my friend’s brother explained to me, growing angrier as he watched a high-level player repeatedly stalk and then cut down my feeble, low-level night elf cleric in the massively multiplayer online roleplaying game World of Warcraft. He logged on to the server to his “main,” a high-level gnome mage and went in search of my killer, carrying out two-dimensional justice. What he meant by his exclamation was that players have developed a social norm banning the “ganking” or killing of low-level “noobs” just starting out in the game. He reinforced that norm by punishing the overzealous player with premature annihilation.

Ganking noobs is an example of undesirable social behavior in a virtual space on par with cutting people off in traffic or budging people in line. Punishments for these behaviors take a variety of forms, from honking, to verbal confrontation, to virtual manslaughter. Virtual reality social spaces, defined as fully artificial digital environments, are the newest medium for social interaction. Increased agency and a sense of physical presence within a VR social world like VRChat allows users to more intensely experience both positive and negative situations, thus reopening the discussion for how best to govern these spaces.

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The Social Science Debate over Violent Video Games Will Never End

by on July 7, 2011 · 3 comments

NPR science correspondent Shankar Vedantam had a great spot on NPR’s Morning Edition today about the disputes among social scientists over the impact of violent video games on kids. [“It’s A Duel: How Do Violent Video Games Affect Kids?”] You won’t be surprised to hear I wholeheartedly agree with Texas A&M psychologist Chris Ferguson, who noted in the spot:

Ferguson says it’s easy to think senseless video game violence can lead to senseless violence in the real world. But he says that’s mixing up two separate things.  “Many of the games do have morally objectionable material and I think that is where a lot of the debate on this issue went off the rails,” he said. “We kind of mistook our moral concerns about some of these video games, which are very valid — I find many of the games to be morally objectionable — and then assumed that what is morally objectionable is harmful.”

I’ve written about Ferguson’s work and these issues more generally many times over through the years here at the TLF. Here are some of the most relevant essays:

In these essays, I’ve tried to make a couple of key points about the social science literature on “media effects” theory: Continue reading →

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The Case for Internet Optimism, Part 1: Saving the Net From Its Detractors

by on January 31, 2011 · 10 comments

Here’s the first of two essays I’ve recently penned making “The Case for Internet Optimism.” This essay was included in the book, The Next Digital Decade: Essays on the Future of the Internet (2011), which was edited by Berin Szoka and Adam Marcus of TechFreedom.  In these essays, I identify two schools of Internet pessimism: (1) “Net Skeptics,” who are pessimistic about the Internet improving the lot of mankind; and (2) “Net Lovers,” who appreciate the benefits the Net brings society but who fear those benefits are disappearing, or that the Net or openness are dying.  (Regular readers of this blog will be familiar with these themes since I sketched them out in previous essays here such as, “Are You an Internet Optimist or Pessimist?” and “Two Schools of Internet Pessimism.”) The second essay is here.

This essay focuses on the first variant of Internet pessimism, which is rooted in general skepticism about the supposed benefits of cyberspace, digital technologies, and information abundance. The proponents of this pessimistic view often wax nostalgic about some supposed “good ‘ol days” when life was much better (although they can’t seem to agree when those were). At a minimum, they want us to slow down and think twice about life in the Information Age and how it’s personally affecting each of us.  Occasionally, however, this pessimism borders on neo-Ludditism, with some proponents recommending steps to curtail what they feel is the destructive impact of the Net or digital technologies on culture or the economy.  I identify the leading exponents of this view of Internet pessimism and their major works. I trace their technological pessimism back to Plato but argue that their pessimism is largely unwarranted. Humans are more resilient than pessimists care to admit and we learn how to adapt to technological change and assimilate new tools into our lives over time. Moreover, were we really better off in the scarcity era when we were collectively suffering from information poverty?  Generally speaking, despite the challenges it presents society, information abundance is a better dilemma to be facing than information poverty.  Nonetheless, I argue, we should not underestimate or belittle the disruptive impacts associated with the Information Revolution.  But we need to find ways to better cope with turbulent change in a dynamist fashion instead of attempting to roll back the clock on progress or recapture “the good ‘ol days,” which actually weren’t all that good.

Down below, I have embedded the entire chapter in a Scribd reader, but the essay can also be found on the TechFreedom website for the book as well as on SSRN.  I have also includes two updated tables that appeared in my old “optimists vs. pessimists” essay.  The first lists some of the leading Internet optimists and pessimists and their books. The second table outlines some of the major lines of disagreement between these two camps and I divided those disagreements into (1) Cultural / Social beliefs vs. (2) Economic / Business beliefs.

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Thoughts on Wu’s Master Switch, Part 6 (His Audacious Information Industrial Policy)

by on November 2, 2010 · 602 comments

I’m going to close out my series of essays about Tim Wu’s new book, The Master Switch: The Rise and Fall of Information Empires, by discussing his proposed solutions.  In the first five essays in the series, [1, 2, 3, 4, 5] I’ve critiqued Wu’s look at information history as well as his use of terms like “market failure,” “laissez-faire” and “open” vs. “closed.”  I argued there’s a great deal of over-simplification, even outright distortion, in his use of those terms throughout the book.

Anyway, let’s run through the basics of the book once more before getting to Wu’s proposed solutions.  By my reading of The Master Switch, Wu’s argument essentially goes something like this:

  • Information industries go through cycles. After a period of “openness” and competition, they tend to drift toward “closed,” corporate-controlled, anti-consumer models and outcomes.
  • The resulting “monopolists” then block much innovation, competition, and free speech.
  • Consequently, “the purely economic laissez-faire approach… is no longer feasible.”
  • Moreover, information industries are more important than all others (“information industries… can never be properly understood as ‘normal’ industries”) and even traditional forms of regulation, including antitrust, “are clearly inadequate for the regulation of information industries.” (p. 303).
  • Thus, special rules should apply to information-related sectors of our economy.

Again, I’ve challenged some of these assertions in my previous essays, specifically, Wu’s incomplete history of cycles and the fact that he greatly underplays the role of governments in “locking-in” sub-optimal market structures or, worse yet, creating those structures through misguided public policies or regulatory capture.  Wu discusses some of those factors in his book, but he tends to regard them as secondary to the inquiry, whereas I believe they are crucial to understanding how most “closed” or anti-competitive scenarios develop or endure. Instead, Wu simplistically suggests that “the purely economic laissez-faire approach… is no longer feasible,” even though no such state of affairs has ever existed within communications or media industries. They have been subjected to varying levels of indirect influence or direct control almost since their inception.

Regardless, what does Tim Wu want done about the problems he has (mis-)diagnosed? Continue reading →

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Are You An Internet Optimist or Pessimist? The Great Debate over Technology’s Impact on Society

by on January 31, 2010 · 194 comments

[I’ve been working on an outline for a book I hope to write surveying technological skepticism throughout history. I first started thinking about this topic two years when I noticed that a great number of recent books about Internet policy could generally be grouped into one of two camps: Internet optimists vs. Internet pessimists. I subsequently penned an essay on the subject that generated a fair bit of attention. So, I figured I must be on to something, and the more Net policy books I read, the more I realized that the divisions between these two camps were growing wider and increasingly heated. Thus, I thought I would share this very rough draft (much of it still in outline form) of the opening chapter of that book I want to write about this great intellectual war over the impact of technology on society. I invite reader input. Update Jan. 2011: I finally published a full-length essay on this topic. You can find it here. ]

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The impact of technological change on culture, learning, and morality has long been the subject of intense debate, and every technological revolution brings out a fresh crop of both pessimists and pollyannas. Indeed, a familiar cycle has repeat itself throughout history whenever new modes of production (from mechanized agriculture to assembly-line production), means of transportation (water, rail, road, or air), energy production processes (steam, electric, nuclear), medical breakthroughs (vaccination, surgery, cloning), or communications techniques (telegraph, telephone, radio, television) have appeared on the scene.

The cycle goes something like this. A new technology appears. Those who fear the sweeping changes brought about by this technology see a sky that is about to fall. These “techno-pessimists” predict the death of the old order (which, ironically, is often a previous generation’s hotly-debated technology that others wanted slowed or stopped).  Embracing this new technology, they fear, will result in the overthrow of traditions, beliefs, values, institutions, business models, and much else they hold sacred.

The pollyannas, by contrast, look out at the unfolding landscape and see mostly rainbows in the air. Theirs is a rose-colored world in which the technological revolution du jour is seen as improving the general lot of mankind and bringing about a better order.  If something has to give, then the old ways be damned! For such “techno-optimists,” progress means some norms and institutions must adapt—perhaps even disappear—for society to continue its march forward.

Our current Information Revolution is no different. It too has its share of techno-pessimists and techno-optimists. Indeed, before most of us had even heard of the Internet, people were already fighting about it—or at least debating what the rise of the Information Age meant for our culture, society, and economy. Continue reading →

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presentation at PSU’s conference on future of video games

by on April 4, 2008 · 0 comments

Today and tomorrow I am attending a terrific conference at Penn State University called, “Playing to Win: The Business and Social Frontiers of Videogames.” It features panel discussions about various legal and business issues facing the video game industry, as well as discussions about how video games are used to aid teaching and learning. There are also panels on multiplayer online worlds and virtual reality environments and the issues surrounding both. [They will apparently be posting videos from the conference on their site shortly.] vgslide1 The folks at PSU were kind enough to invite me to deliver the luncheon keynote on Day 1 and I decided to provide a broad overview of the policy issues facing video games that I have covered in some of my past work. My presentation was entitled, “Video Games, Ratings, Parental Controls, & Public Policy: Where Do We Stand?” and the entire 36-slide presentation is now available online here. Down below, I thought I would just outline a couple of the key themes I touched upon in my presentation.

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