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[Cross-posted from Medium.]

[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 →

[This is a draft of a section of a forthcoming study on “A Flexible Governance Framework for Artificial Intelligence,” which I hope to complete shortly. I welcome feedback. I have also cross-posted this essay at Medium.]

Debates about how to embed ethics and best practices into AI product design is where the question of public policy defaults becomes important. To the extent AI design becomes the subject of legal or regulatory decision-making, a choice must be made between two general approaches: the precautionary principle or the proactionary principle.[1] While there are many hybrid governance approaches in between these two poles, the crucial issue is whether the initial legal default for AI technologies will be set closer to the red light of the precautionary principle (i.e., permissioned innovation) or to the green light of the proactionary principle (i.e., (permissionless innovation). Each governance default will be discussed.

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tumblr_m04g8byWGw1qdu5t4o1_500The cover story of this week’s The New Republic is a review by Evgeny Morozov of Walter Isaacson’s biography of Steve Jobs. In 10,000 words it is more illuminating about what made Steve Jobs tick than Isaacson’s 656 pages of warmed-over anecdotes and Wikipedia glosses. Morozov gets it right when he draws the connection between Bauhaus and Apple–functionalism and simplicity über alles. But he doesn’t seem to like where this takes Apple or Jobs.

He calls Jobs’s adherence to the Bauhaus ideal “a kind of industrial Platonism” in which products have a true form or essence that must be discovered and revealed by a designer. What consumers think they want is irrelevant; they will know what they want when it is presented to them. That’s true as far as it goes, but Morozov is the real Platonist here.

Morozov’s ultimate indictment of Apple is that it refuses to consider the externalities its technologies impose on “society.” One may love one’s Apple products and how they have improved one’s life, but, Morozov says,

We need to identify the other moral instructions that may be embedded in a technology, which it promotes directly or indirectly. And this fuller analysis requires going beyond studying the immediate impact on the user and engaging with the broader–let us call it the “ecological”–impact of a device. (“Ecological” here has no environmental connotations; it simply indicates that a technology may affect not only its producer and its user, but also the values and the habits of the community in which they live.)

What is this negative externality Apple’s technology is inflicting on the value and habits of our communities? It’s that apps will kill the open Internet, except not for the reasons we think. Morozov cites and dismisses Jonathan Zittrain’s “generativity” critique saying that Zittrain is concerned only with the threat to innovation. Morozov, on the other hand, is concerned with loftier “ethical and aesthetic considerations.” Namely, that Apple’s app paradigm “may be destroying the Internet in much the same way that the automobile destroyed the sidewalks and the playgrounds.”

The point is not that we should forever cling to the shape and the format of the Internet as it exists today. It is that we should (to borrow Apple’s favorite phrase) “think different” and pay attention to the aesthetic and civic externalities of the app economy. Our choice is between erecting a virtual Portland or sleepwalking into a virtual Dallas. But Apple under Steve Jobs consistently refused to recognize that there is something valuable to the Web that it may be destroying.

After reading a competing cover story about Portland in another newsweekly, I’m not sure the choice is as clear as Morozov thinks it is. But the message is clear: like Portland’s planners do about a “livable city,” Morozov has a vision of what is the Internet’s pure form, and it’s not one left to messy markets.

Morozov quotes a Newsweek interview with Jobs just a few years after the Web was invented. Jobs sees it as “the ultimate direct-to-customer distribution channel.” He essentially predicts that you’ll be able to buy books online and that the bookstore will know what you like.

That the Web did become a shopping mall fifteen years after Jobs made his remark does not mean that he got the Web right. It means only that a powerful technology company that wants to change the Web as it pleases can currently do so with little or no resistance from anyone. If one day Apple decides to remove a built-in browser from the iPad, as the Web becomes less necessary in an apped world, it will not be because things took on a life of their own, but because Apple refused to investigate what other possible directions—or forms of life—“things” might have taken. For Jobs, with his pre-political mind, there was no other way to think about the Internet than to rely on the tired binary poles of supply and demand.

The notion that Apple turned the web into what it is today singlehandedly is laughable. Apple was moribund until 2000, didn’t introduce the iTunes Store until 2003, and has never had a strong presence on the web. The web has become what it is today because the convenience of getting any book you want, whenever you want it, and cheaply beats little bookstores stocked by proprietor’s whims, however aesthetically pleasing they may be–which they’re often not. And for the record, I hope we can all agree the web is more than a shopping mall.

More to the point, though, Jobs was not as much a Pied Piper as we’d like to think he was. Depite all his marketing moxie, he was constrained by the market. If Jobs ever thought there was a true essence of a computer, it was the Power Mac G4 Cube. As Isaacson says, “it was the pure expression of Jobs’s aesthetic.” And it was a flop. “Jobs later admitted that he had overdesigned and overpriced the Cube, just as he had the NeXT computer.” Remember the NeXT cube? How about the iPod Hi-Fi? The buttonless iPod shuffle? Ping? Those tired poles of supply and demand told Jobs “no” time after time, but we might just as easily dismiss gravity or entropy as tired.

If Apple were to remove the browser from the iPad today, there would be, shall we say, less demand for the tablet. If at some future date there is no more demand for a web browser, and Apple removes it to little fanfare, then what is the harm?

I guess it is some Platonic Internet that we’d lose. A pure internet that we don’t know we want. One that only philosopher-kings can see. One they will discuss at “Berlin-based think tanks” and in the pages of “quarterly magazines,” as Morozov praises Google for sponsoring. And it’s an Internet the philosopher-kings would plan for us the same way Neil Goldschmidt and his friends planned Portland.

No thanks. I prefer a Steve Jobs, pursuing a functionalist ideal with little care for the consequences, yet checked by those tired poles and the “perennial gale of creative destruction” that will someday catch up with Apple.

Polish designer Jacek Utko acknowledged that, in the long-run, nothing can save the newspaper as a print medium, but makes a pretty good case newspapers’ ability to  stay afloat while figuring out how to make the transition to digital media depends heavily on shaking up the graphic design and layout of papers.

http://video.ted.com/assets/player/swf/EmbedPlayer.swf If nothing else, this should remind us all that innovation and entrepreneurship aren’t just about technical improvements or better business savvy, but aesthetics, too! The art of commercial culture is like the oxygen we breath: all around us but something we scarcely notice.

What would it take to create a more secure Internet?  That’s what John Markoff explores in his latest New York Times article, “Do We Need a New Internet?”  Echoing some of the same fears Jonathan Zittrain articulates in his new book The Future of the Internet, Markoff wonders if online viruses and other forms of malware have gotten so out-of-control that extreme measures may be necessary to save the Net.  Compared to when cyber-security attacks first started growing over 20 years ago, Markoff argues that:

[T]hings have gotten much, much worse. Bad enough that there is a growing belief among engineers and security experts that Internet security and privacy have become so maddeningly elusive that the only way to fix the problem is to start over.

Like many others, Markoff fingers anonymity as one potential culprit:

The Internet’s current design virtually guarantees anonymity to its users. (As a New Yorker cartoon noted some years ago, “On the Internet, nobody knows that you’re a dog.”) But that anonymity is now the most vexing challenge for law enforcement. An Internet attacker can route a connection through many countries to hide his location, which may be from an account in an Internet cafe purchased with a stolen credit card. “As soon as you start dealing with the public Internet, the whole notion of trust becomes a quagmire,” said Stefan Savage, an expert on computer security at the University of California, San Diego.

Consequently, Markoff suggests that:

A more secure network is one that would almost certainly offer less anonymity and privacy. That is likely to be the great tradeoff for the designers of the next Internet. One idea, for example, would be to require the equivalent of drivers’ licenses to permit someone to connect to a public computer network. But that runs against the deeply held libertarian ethos of the Internet.

Indeed, not only does it run counter to the ethos of the Net, but as Markoff rightly notes, “Proving identity is likely to remain remarkably difficult in a world where it is trivial to take over someone’s computer from half a world away and operate it as your own. As long as that remains true, building a completely trustable system will remain virtually impossible.”  I’ve spent a lot of time writing about that fact here and won’t belabor the point other than to say that efforts to eliminate anonymity for the entire Internet would prove extraordinarily intrusive and destructive — of both the Internet’s current architecture and the rights of its users.  There’s just something about a “show-us-you-papers,” national ID card-esque system of online identification that creeps most of us out. That’s why I spend so much time fighting age verification mandates for social networking sites and other websites; it’s the first step down a very dangerous road.

But what if we could apply such solutions in a narrower sense?  That is, could we create more secure communities within the overarching Internet superstructure that might provide greater security?  Markoff starts thinking along those lines when he suggests… Continue reading →