Science and Technology Law Commons^™

Consensus Ad Artificialis: Contract Theory Meets The Genai Mind, Katie Szilagyi, Marina Pavlovic´

Canadian Journal of Law and Technology

The advent of generative AI (GenAI) has generated shockwaves across industries. Many established professions are grappling with how GenAI’s functionality transforms their daily activities, staying power, and raison d’eˆtre. GenAI’s newfound facility with words and language has rapidly encroached upon the purview of lawyers, whose trade has long been expertise with words. While some worry about lawyers’ place in a GenAI-oriented future economy, others are optimistic about the transformative potential GenAI offers as a tool to the practicing lawyer. Legal service providers have been quick to adopt GenAI tools in the name of efficiency, harnessing its generative power for tasks …

Ai, Antitrust, And The Marketplace Of Ideas, Maurice E. Stucke

Fordham Law Review

No abstract provided.

The Nondiscrimination Principle, Zephyr Teachout

Fordham Law Review

No abstract provided.

Racing To Safety: Tax Policy For Ai Safety-By-Design, Mirit Eyal, Yonathan Arbel

Articles

The White House recently announced its vision of artificial intelligence (AI) policy: AI development is a race and America must win it. To that end, a new America's AI Action Plan directs federal agencies and states to remove regulatory barriers to AI development and accelerate innovation. This approach leaves limited room for regulatory measures that would address the safety risks of powerful AI systems: their behavior in novel domains remains unpredictable, their decision-making opaqueness, and their alignment with human values is uncertain. While experts warn of large-scale accidents, policymakers find themselves in a bind: Regulate AI and cede ground to …

Online Safety (Relief And Accountability) Bill: Further Experiments In Balancing Rights And Responsibilities, Siyuan Chen, Zavier Yu Wu, Jie Ting Lee

Research Collection Yong Pung How School Of Law

Singapore’s latest legislation to address online harms, the Online Safety (Relief and Accountability) Bill, was passed in Parliament in November 2025. The legislation, which takes a complainant-centric approach, provides the Commissioner of Online Safety a broad range of powers so that timely redress can be given for reports of online harms such as image abuse, sexual harassment, doxxing, and stalking. Various torts that impose duties on administrators and platforms have also been created. Legislation of this nature invariably raises issues about whether an appropriate balance between freedom and responsibility has been struck. This Legislative Comment analyses some of the more …

On Predicting And Stopping Dystopia, Evan Selinger, Woodrow Hartzog

Faculty Scholarship

Is it reasonable to be dystopian about how the future will likely unfold? We think so. For some time, we have been arguing that facial recognition technology is a perfect tool of oppression, and that its pernicious affordances are leading society down a slippery slope toward the evisceration of privacy by obscurity. This is a soft form of “determinism”—the notion that while technology is not an unstoppable force and the future is not preordained, there nevertheless are identifiable factors, such as the invitingness of affordances, human nature, and incentives that drive technology in certain directions and make some social outcomes …

Private Coverage, Public Risk: The Role Of Cyber Insurance In National Security Governance, Deborah L. Johnson

Faculty Publications

This Article explores the growing yet underexamined role of the commercial cyber insurance market in shaping the United States' approach to cybersecurity readiness. It argues that, as cyber threats against U.S. critical infrastructure and essential services increase, commercial cyber insurance has quietly come to function as a de facto governance tool in national cybersecurity. In hospitals, water and energy systems, and other public-facing sectors, policy language, underwriting questionnaires, and post-breach claims practices help define what counts as "reasonable" security, influence how organizations plan for and respond to incidents, and affect the pace and scope of recovery after an attack. Yet …

Grading Machines: Can Ai Exam-Grading Replace Law Professors?, Kevin L. Cope, Jen Frankenreiter, Scott Hirst, Eric A. Posner, Daniel Schwarcz, Dane Thorley

Faculty Scholarship

In the past few years, large language models (LLMs) have achieved significant technical advances, such that legal-advocacy organizations are increasingly adopting them as complements to—or substitutes for—lawyers and other human experts. Several studies have examined LLMs' performance in taking law school exams, finding mixed results. Yet there have been no published studies systematically analyzing LLMs' competence at one of law professors' chief responsibilities: grading law school exams. This paper presents results of an analysis of how LLMs perform in evaluating student responses to legal analysis questions of the kind typically administered in law school exams. The underlying data come from …

Friend Or Foe? Generative Ai And Legal Writing, Peter Nemerovski

Maine Law Review

Much has been made in recent years of the capabilities of generative artificial intelligence ("Generative AI") programs in performing law-related tasks. We have learned, for example, that OpenAI's product, GPT-4, is capable of passing the Uniform Bar Exam with flying colors. ChatGPT also earned passing grades on the final exams in four different law school courses. Another study found that "AI assistance consistently induced large declines in the amount of time taken to complete tasks" like drafting complaints, contracts, and employee handbook sections. These and other success stories have led commentators to predict that Generative AI programs "will revolutionize what …

Governing Artificial Intelligence: A Dual-Board Solution To The Corporate Oversight Crisis, Harrison Carter

Brooklyn Law Review

Corporate governance structures have proven fundamentally inadequate for managing the unprecedented challenges of artificial intelligence development, as demonstrated by OpenAI's dramatic 2023 governance crisis and the broader failure of both traditional and hybrid corporate forms to balance massive capital requirements with public safety concerns. Current approaches create three critical failures: structural accountability gaps between boards and management, distorted power dynamics from concentrated capital needs, and an inability to enforce safety commitments against commercial pressure. While companies like Anthropic have attempted innovative private solutions through benefit corporation structures and specialized trusts, these voluntary mechanisms ultimately prove inadequate against the extraordinary pressures …

Police And Ai: When Abundantly Helpful Becomes Intrinsically Harmful, Landon Brickey

Brooklyn Law Review

Artificial intelligence (AI) has rapidly crept into nearly all aspects of life, including in government, the criminal justice system, and policing. While Supreme Court Due Process jurisprudence has outlined certain boundaries for police interrogations, much police conduct is left for the states to regulate. Such regulation is sporadic and less restrictive than the public might assume, especially in the realm of police deception. Across jurisdictions, courts allow police to deceptively inform suspects that a witness identified the suspect of the perpetrator of a crime. That the suspect’s finger prints, DNA, or shoe prints were found at the scene of the …

Kodak To Deepfakes: Publicity Rights And Abuse Of Our Likenesses, Michael Goodyear

Other Publications

No abstract provided.

Scaling Sustainable Propellants To Address Rocket Emissions: Lessons From The U.S. Aviation Industry, Zhizhou (Josie) Liu

Duke Law & Technology Review

The rapid growth of the U.S. commercial space industry has exposed a profound regulatory gap in addressing rocket emissions. By releasing greenhouse gases and particulates like black carbon, alumina, and water vapor, rocket launches not only contribute to climate change but also accelerate stratospheric ozone depletion. The U.S. aviation industry encountered similar environmental challenges decades ago, which eventually prompted legal and policy frameworks to curtail aviation emission through sustainable fuel technologies. Unlike aviation, however, the space industry now operates in a legal vacuum, with no binding international environmental standards or domestic regulations targeting rocket atmospheric pollution. As rocket emissions penetrate …

The Business Of Ai-Producing Startups: Evidence From A Worldwide Survey, James Bessen, Stephen Michael Impink, Robert Seamans

Faculty Scholarship

We report results from a multi-year, worldwide survey of artificial intelligence (AI)-producing startups to describe the types of technologies, frameworks, data protection, and partnerships nascent firms use to develop their AI products. Analyses of our survey findings also inform how startups gather the resources to commercialize their AI applications in alignment with their entrepreneurial strategies, address competitive barriers, and respond to regulations. These data provide initial evidence of the perceived impact of these products on their customers’ tasks and industries, suggesting that these firms’ AI products not only reduce labor costs but augment human capabilities.

The Mark Of Confusion: Untangling The Circuit Split In Trademark Infringement Jurisprudence, Amilcar Torres

University of Cincinnati Law Review

No abstract provided.

A Giving Tree Approach: Balancing Transparency And The Deliberative Process In Judicial Review, Anteo W. Chevere

Villanova Environmental Law Journal (1991 - )

No abstract provided.

Checkmate Or Stalemate: The Epa, California, And The Future Of Waivers Under The Clean Air Act, William B. Gale

Villanova Environmental Law Journal (1991 - )

No abstract provided.

Human Problems: It’S Not Always The Technology’S Fault, Kevin Frazier, Brian L. Frye, Michael Goodyear, Jess Miers

Other Publications

No abstract provided.

Data Is Nothing Like Oil: Dusting Off Copyright’S Originality Doctrine For The Ai Age, Carys Craig

All Papers

No abstract provided.

Ethics Of Artificial Intelligence For Lawyers: Resistance Is Futile: Candor, Supervision, And Fees, Cliff Mckinney

Arkansas Law Notes

In Star Trek: The Next Generation, the Borg deliver their iconic warning to every species they encounter: “Resistance is futile.” The line resonates because it conveys the inevitability that once the Borg arrive, escape is no longer an option.

For lawyers, the duties of candor, supervision, and fairness in fees are just as inescapable. ABA Formal Opinion 512 (“ABA Opinion”) makes clear that, regardless of how powerful artificial intelligence becomes, it cannot relieve attorneys of their obligation. Attorneys must verify what they file, oversee how their colleagues use the technology, and ensure that clients are charged fairly. This installment examines …

Ethics Of Artificial Intelligence For Lawyers: You Will Be Assimilated: Best Practices For Lawyers Using Artificial Intelligence, Cliff Mckinney

Arkansas Law Notes

In Star Trek: The Next Generation, the Borg, a species augmented with artificial intelligence, give a chilling ultimatum to every civilization they encounter: “You will be assimilated.” The warning is terrifying because it suggests not destruction, but absorption with the loss of independence to a relentless collective.

For lawyers, the rise of artificial intelligence carries a similar threat of assimilation. Artificial intelligence is already entering law practice, whether lawyers welcome it or not. The real question is not if lawyers will be assimilated into a future integrated with artificial intelligence, but how they will use these tools without sacrificing judgment, …

Facing State-Created Danger In Facial Recognition Technology, Esha Jain

Washington Law Review

When the police wrongfully arrest someone, that person faces distinct harms. Various scholarship, news articles, and studies document that AI-powered facial recognition technology (FRT) disproportionately misidentifies individuals from marginalized racial groups when used irresponsibly. Many of those sources indicate that police reliance on FRT without adequate vetting results in wrongful arrests. Yet law enforcement continues to misuse FRT.

This Comment contends that the 42 U.S.C. § 1983 state-created danger doctrine offers a potential remedy for plaintiffs harmed by police reliance on FRT. To prevail under this doctrine, plaintiffs must prove affirmative conduct, deliberate indifference, and proximate causation. If successful, these …

Bankrupt Crypto Organizations, Kara Bruce, Christopher K. Odinet, Andrea Tosato

Faculty Scholarship

This Article provides the first comprehensive analysis of the intersection between decentralized autonomous organizations (DAOs) and American bankruptcy law. DAOs are blockchain-based entities that enable individuals to pursue common goals using decentralized decision-making and automated governance. Since their recent emergence, DAOs have proliferated dramatically—with over 20,000 organizations managing over $20 billion in assets and engaging in activities ranging from investment management to real estate and even attempting to purchase historic copies of the U.S. Constitution. Yet like any other organization, DAOs can fail, creating an urgent need to understand what happens when unstoppable code meets immovable bankruptcy law.

Our investigation …

Pornographic Deepfakes And Ugly Social Facts: The Costs Of A Normative Approach To Defamation, Kathleen Ross

Michigan Law Review

Around the world, women and girls are being victimized by pornographic deepfakes— alarmingly convincing, sexually exploitative images and videos generated using artificial intelligence (AI). Facing statutory gaps, victims may turn to traditional tort law claims to recover for the injuries inflicted by pornographic deepfakes. Defamation law, which protects against reputational injuries caused by false statements, is a particularly compelling arena for vindicating the interests invaded by a pornographic deepfake—interests which are, at their heart, social and reputational. Fortunately for deepfake victims, a pornographic deepfake will often satisfy defamation’s basic elements: A false and defamatory communication that concerns the victim and …

Transformative Technology Or Blatant Theft: Reassessing Fair Use In The Era Of Generative Ai, Tsai-Lin Hsieh, Tsai-Fang Chen

Cardozo Law Review

The rapid proliferation of generative artificial intelligence (“AI”) applications in recent years has sparked a global “AI frenzy.” Yet, the rise of new AI technologies has also raised concerns about copyright infringement, particularly regarding whether generative AI developers should be held liable for using copyrighted works as training inputs and generating outputs that compete with original works. In response, AI developers have invoked a long line of technological fair use precedents to defend against any potential copyright infringement claims. The purpose of this Article is to offer insights into whether generative AI is a transformative technology that deserves fair use …

The Regulatory Framework For Crowdsourced Online Dispute Resolution: Revisiting The Dispute Resolution Triangle, Yun Zhao, Zhiming Xiao

Pepperdine Dispute Resolution Law Journal

Crowdsourced Online Dispute Resolution (CODR) constitutes a transformative approach to digital-era disputes, fundamentally reconceptualizing dispute resolution through distributed participant networks rather than merely digitizing traditional alternative dispute resolution. Anchored in Katsh and Rifkin’s dispute resolution triangle (trust, convenience, expertise) and Perritt’s co-regulatory governance model, this paper analyzes CODR’s evolution from early systems such as iCourthouse to contemporary implementations. Case studies of eBay Community Court (contractual self-regulation prioritizing convenience) and Xianyu Small Court (state-aligned hybrid governance optimizing expertise through algorithmic juror specialization) demonstrate how platforms operationalize these theoretical frameworks. The legal analysis examines jurisdictional fragmentation and enforcement challenges, revealing how regulatory …

Outbound Investment Restrictions And International Law’S Challenge, Harlan Grant Cohen

Seattle University Law Review

The Outbound Investment Rule, restricting U.S. investment in certain Chinese advanced technology sectors, has largely been portrayed as an incremental measure, a modest extension to fill loopholes in the existing investment screening regime. But while perhaps the logical next step in the securitization of the economy, the Outbound Investment Rule actually reflects a momentous shift in the relationship between governments and business, one playing out in the United States and around the world and worth attention. Unlike traditional investment screening, the Outbound Investment Rule operates like a sanctions regime, designed not to protect the U.S. economy, but to hamper the …

Resilient Dispute Resolution Systems For International Energy Conflicts, Guillermo J. Garcia Sanchez

Seattle University Law Review

Energy-related conflicts are on the rise, spanning diverse issues such as the impacts of rare mineral mining on local communities, the impacts of sanctions on energy investments due to the Russia-Ukraine war, and the impacts of expanded subsidies on the electric vehicle and solar panel industries. Increasingly, companies, communities, and governments are clashing over the challenges of pursuing disparate and sometimes competing energy policies. This Article argues that dispute resolution mechanisms in the energy investment sector must be fundamentally rethought. Traditional semi-adjudicatory models, which focus on winners and losers, fail to accommodate the complex and multifaceted nature of contemporary energy …

Restricting Data Flows Is A Sign Of Weakness, Nikolas Guggenberger

Seattle University Law Review

There has been a seismic shift in American attitudes toward the free flow of data across borders.  In less than a decade, the United States has transitioned from condemning barriers to digital trade to constructing a digital fortress of its own. It passed legislation requiring TikTok’s parent company to divest its U.S. operations or face a nationwide ban affecting 170 million U.S. users, citing national security concerns about its ties to China and the potential for data surveillance and content manipulation. Upon legal challenge by TikTok on First Amendment grounds, the Supreme Court affirmed the ban’s constitutionality. Recent federal legislation …

Product Nationality And Corporate Identity, Trang (Mae) Nguyen

Seattle University Law Review

Global supply chains have long depended on a deceptively technical device: the attribution of a “nationality” to goods. A trade law principle, rules of origin assign products an “economic passport” that governs how they are treated at the border, including what markets they may enter and which tariff rates apply. In recent years, however, product nationality has taken on a new and far more ambitious role. As U.S. trade policy increasingly intersects with national security and human rights policy, policymakers rely on nationality-based measures to police supply chain linkages, curb geopolitical issues, and discipline firms for their links to forced …