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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 →

Ronald Reagan's presidential portrait, circa 1981With many conservative policymakers and organizations taking a sudden pro-censorial turn and suggesting that government regulation of social media platforms is warranted, it’s a good time for them to re-read President Ronald Reagan’s 1987 veto of Fairness Doctrine legislation. Here’s the key line:

History has shown that the dan­gers of an overly timid or biased press cannot be averted through bureaucratic regulation, but only through the freedom and compe­tition that the First Amendment sought to guarantee.

That wisdom is just as applicable today when some conservatives suggest that government intervention is needed to address what they regardless as “bias” or “unfair” treatment on Twitter, Facebook, YouTube, or whatever else. Ignoring the fact that such meddling would likely violate property rights and freedom of contract — principles that most conservatives say they hold dear — efforts to empower the Federal Communications Commission, the Federal Trade Commission, or other regulators would be hugely misguided on First Amendment grounds.

President Reagan understood that there was a better way to approach these issues that was rooted in innovation and First Amendment protections. Here’s hoping that conservatives remember his sage advice. Read his entire veto message here.

Additional Reading:

There is a war going on in the conservative movement over free speech issues and FCC Commissioner Mike O’Reilly just became a causality of that skirmish. Neil Chilson and I just posted a new essay about this over on the Federalist Society blog. As we note there:

Plenty of people claim to favor freedom of expression, but increasingly the First Amendment has more fair-weather friends than die-hard defenders. Michael O’Rielly, a Commissioner at the Federal Communications Commission (FCC), found that out the hard way this week. Last week, O’Rielly delivered an important speech before the Media Institute highlighting a variety of problematic myths about the First Amendment, as well as “a particularly ominous development in this space.” In a previous political era, O’Rielly’s remarks would have been mainstream conservative fare. But his well-worded warnings are timely with many Democrats and Republicans – including some in the White House – looking to resurrect analog-era speech mandates and let Big Government reassert control over speech decisions in the United States.

Shortly after delivering his remarks, the White House yanked O’Rielly’s nomination to be reappointed to the agency. It was a shocking development that was likely motivated by growing animosities between Republicans on the question of how much control the federal government–and the FCC in particular–should exercise over speech platforms, including platforms that the FCC has no authority to regulate.

For the 30 years that I have been covering media and technology policy, I’ve heard conservatives rail against the Fairness Doctrine, Net Neutrality and arbitrary Big Government only to see many of them now reverse suit and become the biggest defenders of these things as it pertains to speech controls and FCC regulation. It will certainly be interesting to see what a potential future Biden Administration does with the various new regulations that some in the GOP are seeking to impose. Continue reading →

The ongoing ride-sharing wars in New York City are interesting to watch because they signal the potential move by state and local officials to use infrastructure management as an indirect form of innovation control or competition suppression. It is getting harder for state and local officials to defend barriers to entry and innovation using traditional regulatory rationales and methods, which are usually little more than a front for cronyist protectionism schemes. Now that the public has increasingly enjoyed new choices and better services in this and other fields thanks to technological innovation, it is very hard to convince citizens they would be better off without more of the same.

If, however, policymakers claim that they are limiting entry or innovation based on concerns about how disruptive actors supposedly negatively affect local infrastructure (in the form of traffic or sidewalk congestion, aesthetic nuisance, deteriorating infrastructure, etc.), that narrative can perhaps make it easier to sell the resulting regulations to the public or, more importantly, the courts. Going forward, I suspect that this will become a commonly-used playbook for many state and local officials looking to limit the reach of new technologies, including ride-sharing companies, electric scooters, driverless cars, drones, and many others.

To be clear, infrastructure control is both (a) a legitimate state and local prerogative; and (b) something that has been used in the past to control innovation and entry in other sectors. But I suspect that this approach is about to become far more prevalent because a full-frontal defense of barriers to innovation is far more likely to face serious public and legal challenges. Continue reading →

I’ve been thinking about the “right to try” movement a lot lately. It refers to the growing movement (especially at the state level here in the U.S.) to allow individuals to experiment with alternative medical treatments, therapies, and devices that are restricted or prohibited in some fashion (typically by the Food and Drug Administration). I think there are compelling ethical reasons for allowing citizens to determine their own course of treatment in terms of what they ingest into their bodies or what medical devices they use, especially when they are facing the possibility of death and have exhausted all other options.

But I also favor a more general “right to try” that allows citizens to make their own health decisions in other circumstances. Such a general freedom entails some risks, of course, but the better way to deal with those potential downsides is to educate citizens about the trade-offs associated with various treatments and devices, not to forbid them from seeking them out at all.

The Costs of Control

But this debate isn’t just about ethics. There’s also the question of the costs associated with regulatory control. Practically speaking, with each passing day it becomes harder and harder for governments to control unapproved medical devices, drugs, therapies, etc.  Correspondingly, that significantly raises the costs of enforcement and makes one wonder exactly how far the FDA or other regulators will go to stop or slow the advent of new technologies.

I have written about this “cost of control” problem in various law review articles as well as my little Permissionless Innovation book and pointed out that, when enforcement challenges and costs reach a certain threshold, the case for preemptive control grows far weaker simply because of (1) the massive resources that regulators would have to pour into the task on crafting a workable enforcement regime; and/or (2) the massive loss of liberty it would entail for society more generally to devise such solutions. With the rise of the Internet of Things, wearable devices, mobile medical apps, and other networked health and fitness technologies, these issues are going to become increasingly ripe for academic and policy consideration. Continue reading →

IoT paperThe Mercatus Center at George Mason University has just released my latest working paper, “The Internet of Things and Wearable Technology: Addressing Privacy and Security Concerns without Derailing Innovation.” The “Internet of Things” (IoT) generally refers to “smart” devices that are connected to both the Internet and other devices. Wearable technologies are IoT devices that are worn somewhere on the body and which gather data about us for various purposes. These technologies promise to usher in the next wave of Internet-enabled services and data-driven innovation. Basically, the Internet will be “baked in” to almost everything that consumers own and come into contact with.

Some critics are worried about the privacy and security implications of the Internet of Things and wearable technology, however, and are proposing regulation to address these concerns. In my new 93-page article, I explain why preemptive, top-down regulation would derail the many life-enriching innovations that could come from these new IoT technologies. Building on a recent book of mine, I argue that “permissionless innovation,” which allows new technology to flourish and develop in a relatively unabated fashion, is the superior approach to the Internet of Things.

As I note in the paper and my earlier book, if we spend all our time living in fear of the worst-case scenarios — and basing public policies on them — then best-case scenarios can never come about. As the old saying goes: nothing ventured, nothing gained. Precautionary principle-based regulation paralyzes progress and must be avoided.  We instead need to find constructive, “bottom-up” solutions to the privacy and security risks accompanying these new IoT technologies instead of top-down controls that would limit the development of life-enriching IoT innovations. Continue reading →

On Thursday, it was my great pleasure to present a draft of my forthcoming paper, “The Internet of Things & Wearable Technology: Addressing Privacy & Security Concerns without Derailing Innovation,” at a conference that took place at the Federal Communications Commission on “Regulating the Evolving Broadband Ecosystem.” The 3-day event was co-sponsored by the American Enterprise Institute and the University of Nebraska College of Law.

The 65-page working paper I presented is still going through final peer review and copyediting, but I posted a very rough first draft on SSRN for conference participants. I expect the paper to be released as a Mercatus Center working paper in October and then I hope to find a home for it in a law review. I will post the final version once it is released. [UPDATE:The final version of this working paper was released on November 19, 2014.]

In the meantime, however, I thought I would post the 46 slides I presented at the conference, which offer an overview of the nature of the Internet of Things and wearable technology, the potential economic opportunities that exist in this space, and the various privacy and security challenges that could hold this technological revolution back. I also outlined some constructive solutions to those concerns. I plan to be very active on these issues in coming months.

Continue reading →

Last week, it was my great pleasure to be invited on NPR’s “On Point with Tom Ashbrook,” to debate Jeffrey Rosen, a leading privacy scholar and the president and chief executive of the National Constitution Center. In an editorial in the previous Sunday’s New York Times (“Madison’s Privacy Blind Spot”), Rosen proposed “constitutional amendment to prohibit unreasonable searches and seizures of our persons and electronic effects, whether by the government or by private corporations like Google and AT&T.” He said his proposed amendment would limit “outrageous and unreasonable” collection practices and would even disallow consumers from sharing their personal information with private actors even if they saw an advantage in doing so.

I responded to Rosen’s proposal in an essay posted on the IAPP  Privacy Perspectives blog, “Do We Need A Constitutional Amendment Restricting Private-Sector Data Collection?” In my essay, I argued that there are several legal, economic, and practical problems with Rosen’s proposal. You can head over to the IAPP blog to read my entire response but the gist of it is that “a constitutional amendment [governing private data collection] would be too sweeping in effect and that better alternatives exist to deal with the privacy concerns he identifies.” There are very good reasons we treat public and private actors differently under the law and there “are all far more practical and less-restrictive steps that can be taken without resorting to the sort of constitutional sledgehammer that Jeff Rosen favors. We can protect privacy without rewriting the Constitution or upending the information economy,” I concluded.

But I wanted to elaborate on one particular thing I found particularly interesting about Rosen’s comments when we were on NPR together. During the show, Rosen kept stressing how we needed to adopt a more European construction of privacy as “dignity rights” and he even said his proposed privacy amendment would even disallow individuals from surrendering their private data or their privacy because he viewed these rights as “unalienable.” In other words, from Rosen’s perspective, privacy pretty much trumps  everything, even if you want to trade it off against other values.  Continue reading →

GMLR coverI’m pleased to announce the release of my latest law review article, “A Framework for Benefit-Cost Analysis in Digital Privacy Debates.” It appears in the new edition of the George Mason University Law Review. (Vol. 20, No. 4, Summer 2013)

This is the second of two complimentary law review articles I am releasing this year dealing with privacy policy. The first, “The Pursuit of Privacy in a World Where Information Control is Failing,” was published in Vol. 36 of the Harvard Journal of Law & Public Policy this Spring. (FYI: Both articles focus on privacy claims made against private actors — namely, efforts to limit private data collection — and not on privacy rights against governments.)

My new article on benefit-cost analysis in privacy debates makes a seemingly contradictory argument: benefit-cost analysis (“BCA”) is extremely challenging in online child safety and digital privacy debates, yet it remains essential that analysts and policymakers attempt to conduct such reviews. While we will never be able to perfectly determine either the benefits or costs of online safety or privacy controls, the very act of conducting a regulatory impact analysis (“RIA”) will help us to better understand the trade-offs associated with various regulatory proposals. Continue reading →

Black Code coverRonald J. Deibert is the director of The Citizen Lab at the University of Toronto’s Munk School of Global Affairs and the author of an important new book, Black Code: Inside the Battle for Cyberspace, an in-depth look at the growing insecurity of the Internet. Specifically, Deibert’s book is a meticulous examination of the “malicious threats that are growing from the inside out” and which “threaten to destroy the fragile ecosystem we have come to take for granted.” (p. 14) It is also a remarkably timely book in light of the recent revelations about NSA surveillance and how it is being facilitated with the assistance of various tech and telecom giants.

The clear and colloquial tone that Deibert employs in the text helps make arcane Internet security issues interesting and accessible. Indeed, some chapters of the book almost feel like they were pulled from the pages of techno-thriller, complete with villainous characters, unexpected plot twists, and shocking conclusions. “Cyber crime has become one of the world’s largest growth businesses,” Deibert notes (p. 144) and his chapters focus on many prominent recent examples, including cyber-crime syndicates like Koobface, government cyber-spying schemes like GhostNet, state-sanctioned sabotage like Stuxnet, and the vexing issue of zero-day exploit sales.

Deibert is uniquely qualified to narrate this tale not just because he is a gifted story-teller but also because he has had a front row seat in the unfolding play that we might refer to as “How Cyberspace Grew Less Secure.” Continue reading →