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[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 →

Section 230 is in trouble. Both presidential candidates have made its elimination a priority. In January, Joe Biden told the New York Times that the liability protections for social media companies should be revoked “immediately.” This week, President Trump called for revoking Section 230 as well. Most notably, after a few years of threatening action, the President issued an Executive Order about Section 230, its liability protections, and free speech online. (My article with Jennifer Huddleston about Section 230, its free speech benefits, and the common law precedents for Section 230 was published in the Oklahoma Law Review earlier this year.) 

There have been thousands of reactions to and news stories about the Executive Order and a lot of hyperbole. No, the Order doesn’t eliminate tech companies’ Section 230 protection and make it easier for conservatives to sue. No, the Order isn’t “plainly illegal.”

It’s fairly modest in reach actually. The Executive Order can’t change the deregulatory posture and specific protections of Section 230 but the President has broad authority to interpret the unclear meanings of statutes. Some of the thoughtful responses that stuck out are from Adam Thierer, Jennifer Huddleston, Patrick Hedger, and Adam White. I won’t reiterate what they’ve said but will focus on what the Order does and what the FCC can do.

Election Year Jawboning

The Order is a political document. For the baseball fans, it’s the political equivalent of a brushback pitch to tech companies–the pitcher throws an inside fastball intended to scare the batter without hitting him. (Enjoy 4 minutes of brushback pitches on YouTube.) Most of the time, a pitcher won’t get ejected by the umpire for throwing a brushback pitch. Likewise, here, I don’t see much chance of the Order being struck down by judges. The Order was wordsmithed, even in the last 24 hours before release, in a way to avoid legal troubles.

As Jesse Blumenthal points out in Slate, the Order is just the latest example of the long tradition of politicians using informal means and publicity to pressure media outlets. The political threats to TV and radio broadcasters during the Nixon, LBJ, and Kennedy years were extreme examples and are pretty well-documented.

More recently, there was a huge amount of jawboning of media companies in the runup to the 2004 election. Newspaper condemnation and legal threats forced a documentary critical of John Kerry off the air nationwide. Stations either pulled the documentary or only ran a few minutes of it because activists’ threatened to challenge TV station licenses for years at the FCC if stations ran the documentary. Many people remember the Citizens United case, which derived from the FEC’s censorship of an anti-John Kerry documentary in 2004 and an anti-Hillary Clinton documentary in 2008. Less remembered is that the conservative group started creating political documentaries only after the FEC rejected its complaint to get a Michael Moore’s anti-Bush documentary, Fahrenheit 9/11, off the air before the 2004 election.

The Title II net neutrality regulations were, per advocates close to the Obama White House, imposed largely to rally the base after Democrats’ 2014 midterm losses.

Implementation of the Executive Order

The timing of the Order–a few months before the election–seems intended to accomplish two things:

  1. Rally the Trump base by publicly threatening tech companies’ liability protections and provoking tech companies’ ire.
  2. Focus public and media scrutiny on tech companies so they think twice before suspending, demonetizing, or banning conservatives online.

The legal effect in the short term is negligible. Unless the relevant agencies (DOJ, FTC, NTIA, FCC) patched something together hastily, the Order won’t have an effect on tech companies and their susceptibility to lawsuits in the near term. The most immediate practical effect of the Order is the instructions to the NTIA. The agency is directed to petition the FCC to clarify what some unclear provisions of Sec. 230 mean, particularly the “good faith” requirement and how (c)(2) in the statute interacts with (c)(1).

It’s not clear why the Order makes this roundabout instruction to the NTIA and FCC. (The FCC is an independent agency and can refuse instructions from the White House.) “Good faith” is a term of art in contract law. It seems to me that referring this to the DOJ’s Office of Legal Counsel, not the FCC, would be the natural place for an administration to turn to to interpret legal terms of art and how provisions in federal statutes interact with each other. 

One reason the White House might use the roundabout method is because the administration knows the downsides of weakening Section 230 and isn’t actually intending to make material changes to existing interpretations of Sec. 230. The roundabout request to the FCC allows the White House to do something on the issue without upsetting established interpretations. And if the FCC refuses to take it up, the White House can tell supporters they tried but it was out of their hands.

Alternatively it could be that this was referred to the FCC because Section 230 is within the Communications Act and the FCC has more expertise and jurisdiction in communications law. The FCC has interpreted Section 230 before and has also interpreted what “good faith” means because Congress requires good faith negotiations between cable TV and broadcast TV operators.

If they took it up, I suspect FCC review would be perfunctory. The NTIA petition need not even get decided at the commission level. The FCC can delegate issues to bureau chiefs or other FCC staff. Bureaus can respond to a petition with an enforcement advisory or, after notice-and-comment, a declaratory ruling regarding the interpretative issues. It would take months to complete, but the full commission could also consider and rule on the NTIA petition.

But I suspect the commissioners don’t want to get dragged into election-year controversies. (As I mentioned above, White House staff may have even sent this to the FCC in order to let the issue die quietly.) The FCC is busy with pressing issues like spectrum auctions and rural broadband. Further, the NTIA-FCC relationship, while cordial, is not particularly good at the moment. Finally, the commissioners know the agency’s history of mission creep and media regulation. The Republican majority has consistently tried to untangle itself from legacy media regulations. An FCC inquiry into what “good faith” means in the statute and how (c)(2) in the statute interacts with (c)(1)–while an intriguing academic and legal interpretation exercise–would be a small but significant step towards FCC oversight of Internet services.

Section 230 is in Trouble

The fact is, Section 230 is in trouble. Courts have applied it reluctantly since its inception because of its broad protections. As Prof. Eric Goldman has meticulously documented, in recent years, courts have undermined Section 230 precedent and protection.

At some level the President and his advisors know that opening the door to regulation of the Internet will end badly for right-of-center and free speech. This was the foundation of the President’s opposition to Title II net neutrality rules. As he’s stated on Twitter:

Obama’s attack  on the internet is another top down power grab. Net neutrality is the Fairness Doctrine. Will target conservative media.

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The Executive Order, while it doesn’t allow the FCC to regulate online media like Title II net neutrality did, is the Administration playing with fire. It’s essentially a bet that the Trump administration can get a short-term political win without unleashing long-term problems for conservatives and free speech online.

The Trump team may be right. But the Order, by inviting FCC involvement, represents a small step to regulation of Internet services. More significantly, there’s a reason prominent Democrats are calling for the elimination of Section 230. The trial bar, law school clinics, and advocacy nonprofits would like nothing more than to make it expensive for tech companies to defend their hosting and disseminating conservative publications and provocateurs.

Prominent Democrats are calling for the elimination of Sec. 230 and replacing it with a Fairness Doctrine for the Internet. If things go Democrats’ way, the Executive Order could give regulators, much of the legal establishment, and the left a foothold they’ve sought for years to regulate Internet services and online speech. Be careful what you wish for.

“Responsible research and innovation,” or “RRI,” has become a major theme in academic writing and conferences about the governance of emerging technologies. RRI might be considered just another variant of corporate social responsibility (CSR), and it indeed borrows from that heritage. What makes RRI unique, however, is that it is more squarely focused on mitigating the potential risks that could be associated with various technologies or technological processes. RRI is particularly concerned with “baking-in” certain values and design choices into the product lifecycle before new technologies are released into the wild.

In this essay, I want to consider how RRI lines up with the opposing technological governance regimes of “permissionless innovation” and the “precautionary principle.” More specifically, I want to address the question of whether “permissionless innovation” and “responsible innovation” are even compatible. While participating in recent university seminars and other tech policy events, I have encountered a certain degree of skepticism—and sometimes outright hostility—after suggesting that, properly understood, “permissionless innovation” and “responsible innovation” are not warring concepts and that RRI can co-exist peacefully with a legal regime that adopts permissionless innovation as its general tech policy default. Indeed, the application of RRI lessons and recommendations can strengthen the case for adopting a more “permissionless” approach to innovation policy in the United States and elsewhere. Continue reading →

[Remarks p repared for Fifth Annual Conference on Governance of Emerging Technologies: Law, Policy & Ethics at Arizona State University, Phoenix, AZ, May 18, 2017.]

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What are we to make of this peculiar new term “permissionless innovation,” which has gained increasing currency in modern technology policy discussions? And how much relevance has this notion had—or should it have—on those conversations about the governance of emerging technologies? That’s what I’d like to discuss here today.

Uncertain Origins, Unclear Definitions

I should begin by noting that while I have written a book with the term in the title, I take no credit for coining the phrase “permissionless innovation,” nor have I been able to determine who the first person was to use the term. The phrase is sometimes attributed to Grace M. Hopper, a computer scientist who was a rear admiral in the United States Navy. She once famously noted that, “It’s easier to ask forgiveness than it is to get permission.”

“Hopper’s Law,” as it has come to be known in engineering circles, is probably the most concise articulation of the general notion of “permissionless innovation” that I’ve ever heard, but Hopper does not appear to have ever used the actual phrase anywhere. Moreover, Hopper was not necessarily applying this notion to the realm of technological governance, but was seemingly speaking more generically about the benefit of trying new things without asking for the blessing of any number of unnamed authorities or overseers—which could include businesses, bosses, teachers, or perhaps even government officials. Continue reading →

The future of emerging technology policy will be influenced increasingly by the interplay of three interrelated trends: “innovation arbitrage,” “technological civil disobedience,” and “spontaneous private deregulation.” Those terms can be briefly defined as follows:

  • Innovation arbitrage” refers to the idea that innovators can, and will with increasingly regularity, move to those jurisdictions that provide a legal and regulatory environment more hospitable to entrepreneurial activity. Just as capital now fluidly moves around the globe seeking out more friendly regulatory treatment, the same is increasingly true for innovations. And this will also play out domestically as innovators seek to play state and local governments off each other in search of some sort of competitive advantage.
  • Technological civil disobedience” represents the refusal of innovators (individuals, groups, or even corporations) or consumers to obey technology-specific laws or regulations because they find them offensive, confusing, time-consuming, expensive, or perhaps just annoying and irrelevant. New technological devices and platforms are making it easier than ever for the public to openly defy (or perhaps just ignore) rules that limit their freedom to create or use modern technologies.
  • Spontaneous private deregulation” can be thought of as de facto rather than the de jure elimination of traditional laws and regulations owing to a combination of rapid technological change as well the potential threat of innovation arbitrage and technological civil disobedience. In other words, many laws and regulations aren’t being formally removed from the books, but they are being made largely irrelevant by some combination of those factors. “Benign or otherwise, spontaneous deregulation is happening increasingly rapidly and in ever more industries,” noted Benjamin Edelman and Damien Geradin in a Harvard Business Review article on the phenomenon.[1]

I have previously documented examples of these trends in action for technology sectors as varied as drones, driverless cars, genetic testing, Bitcoin, and the sharing economy. (For example, on the theme of global innovation arbitrage, see all these various essays. And on the growth of technological civil disobedience, see, “DOT’s Driverless Cars Guidance: Will ‘Agency Threats’ Rule the Future?” and “Quick Thoughts on FAA’s Proposed Drone Registration System.” I also discuss some of these issues in the second edition of my Permissionless Innovation book.)

In this essay, I want to briefly highlight how, over the course of just the past month, a single company has offered us a powerful example of how both global innovation arbitrage and technological civil disobedience— or at least the threat thereof—might become a more prevalent feature of discussions about the governance of emerging technologies. And, in the process, that could lead to at least the partial spontaneous deregulation of certain sectors or technologies. Finally, I will discuss how this might affect technological governance more generally and accelerate the movement toward so-called “soft law” governance mechanisms as an alternative to traditional regulatory approaches. Continue reading →

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On May 3rd, I’m excited to be participating in a discussion with Yale University bioethicist Wendell Wallach at the Microsoft Innovation & Policy Center in Washington, DC. (RSVP here.) Wallach and I will be discussing issues we write about in our new books, both of which focus on possible governance models for emerging technologies and the question of how much preemptive control society should exercise over new innovations.

Wallach’s latest book is entitled, A Dangerous Master: How to Keep Technology from Slipping beyond Our Control. And, as I’ve noted here recently, the greatly expanded second edition of my latest book, Permissionless Innovation: The Continuing Case for Comprehensive Technological Freedom, has just been released.

Of all the books of technological criticism or skepticism that I’ve read in recent years—and I have read stacks of them!— A Dangerous Master is by far the most thoughtful and interesting. I have grown accustomed to major works of technological criticism being caustic, angry affairs. Most of them are just dripping with dystopian dread and a sense of utter exasperation and outright disgust at the pace of modern technological change.

Although he is certainly concerned about a wide variety of modern technologies—drones, robotics, nanotech, and more—Wallach isn’t a purveyor of the politics of panic. There are some moments in the book when he resorts to some hyperbolic rhetoric, such as when he frets about an impending “techstorm” and the potential, as the book’s title suggests, for technology to become a “dangerous master” of humanity. For the most part, however, his approach is deeper and more dispassionate than what is found in the leading tracts of other modern techno-critics.

The most pressing challenge in wireless telecommunications policy is transferring spectrum from inefficient legacy operators like federal agencies to the commercial sector for consumer use.

Reflecting high consumer demand for more wireless services, in early 2015 the FCC completed an auction for a small slice of prime spectrum–currently occupied by federal agencies and other non-federal incumbents–that grossed over $40 billion for the US Treasury. Increasing demand for mobile services such as Web browsing, streaming video, the Internet of Things, and gaming requires even more spectrum. Inaction means higher smartphone bills, more dropped calls, and stuttering downloads.

My latest research for the Mercatus Center, “Sweeten the Deal: Transfer of Federal Spectrum through Overlay Licenses,” was published recently and recommends the use of overlay licenses to transfer federal spectrum into commercial use. Purchasing an overlay license is like acquiring real property that contains a few tenants with unexpired leases. While those tenants have a superior possessory right to use the property, a high enough cash payment or trade will persuade them to vacate the property. The same dynamic applies for spectrum. Continue reading →

Today on Capitol Hill, the House Energy and Commerce Committee is holding a hearing on the NTIA’s recent announcement that it will relinquish its small but important administrative role in the Internet’s domain name system. The announcement has alarmed some policymakers with a well-placed concern for the future of Internet freedom; hence the hearing. Tomorrow, I will be on a panel at ITIF discussing the IANA oversight transition, which promises to be a great discussion.

My general view is that if well executed, the transition of the DNS from government oversight to purely private control could actually help secure a measure of Internet freedom for another generation—but the transition is not without its potential pitfalls. Continue reading →

The Internet began as a U.S. military project. For two decades, the government restricted access to the network to government, academic, and other authorized non-commercial use. In 1989, the U.S. gave up control—it allowed private, commercial use of the Internet, a decision that allowed it to flourish and grow as few could imagine at the time.

Late Friday, the NTIA announced its intent to give up the last vestiges of its control over the Internet, the last real evidence that it began as a government experiment. Control of the Domain Name System’s (DNS’s) Root Zone File has remained with the agency despite the creation of ICANN in 1998 to perform the other high-level domain name functions, called the IANA functions.

The NTIA announcement is not a huge surprise. The U.S. government has always said it eventually planned to devolve IANA oversight, albeit with lapsed deadlines and changes of course along the way.

The U.S. giving up control over the Root Zone File is a step toward a world in which governments no longer assert oversight over the technology of communication. Just as freedom of the printing press was important to the founding generation in America, an unfettered Internet is essential to our right to unimpeded communication. I am heartened to see that the U.S. will not consider any proposal that involves IANA oversight by an intergovernmental body.

Relatedly, next month’s global multistakeholder meeting in Brazil will consider principles and roadmaps for the future of Internet governance. I have made two contributions to the meeting, a set of proposed high-level principles that would limit the involvement of governments in Internet governance to facilitating participation by their nationals, and a proposal to support experimentation in peer-to-peer domain name systems. I view these proposals as related: the first keeps governments away from Internet governance and the second provides a check against ICANN simply becoming another government in control of the Internet.

It’s encouraging to see more congressional movement in repurposing federal spectrum for commercial use. This week, a bill rewarding federal agencies for ending or moving their wireless operations passed a House committee. The bipartisan Federal Spectrum Incentive Act of 2013 allows agencies to benefit when they voluntarily give up their spectrum for FCC auction.

In the past, an agency could receive a portion of auction proceeds but only to compensate the agency for relocating its systems. Agencies complained, sensibly, that this arrangement does little to encourage them to give up spectrum. Federal agencies had to go through the hassle of modifying their wireless equipment and sharing spectrum with another agency but were left no better off than before. In some cases, the complications with sharing spectrum made them worse off, so there was risk of downside and no upside.

This House bill provides that an agency can keep 1% of auction proceeds in addition to relocation costs. With this additional carrot, the hope is, agencies will be more willing to modify their equipment and make room for mobile broadband carriers.

The bill is a good start but I think it’s a little too restrictive. A one percent claim on auction receipts seems insufficient to induce dramatically improved agency participation. Given how poorly federal agencies use spectrum, Congress should be doing much more to force agencies to justify their spectrum usage. Additionally, how agencies can use that 1% benefit seems too limited. The bill allows the funds to be used 1) to offset sequestration cuts, and 2) to compensate other agencies if they agree to share spectrum. Some journalists are reporting that agencies can use the funds to expand existing programs but I don’t see that language in the proposed bill. It wouldn’t be a bad idea, though, to have fewer restrictions on the payments since it would likely increase agency participation.

Further Reading:

See my Mercatus paper on the subject of repurposing federal spectrum.