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Scaling Laws

Author: Lawfare & University of Texas Law School

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Scaling Laws explores (and occasionally answers) the questions that keep OpenAI’s policy team up at night, the ones that motivate legislators to host hearings on AI and draft new AI bills, and the ones that are top of mind for tech-savvy law and policy students. Co-hosts Alan Rozenshtein, Professor at Minnesota Law and Research Director at Lawfare, and Kevin Frazier, AI Innovation and Law Fellow at the University of Texas and Senior Editor at Lawfare, dive into the intersection of AI, innovation policy, and the law through regular interviews with the folks deep in the weeds of developing, regulating, and adopting AI. They also provide regular rapid-response analysis of breaking AI governance news.

Hosted on Acast. See acast.com/privacy for more information.

170 Episodes
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Anu Bradford, Professor at Columbia Law School, and Kate Klonick, Senior Editor at Lawfare and Associate Professor at St. John's University School of Law, join Kevin Frazier, AI Innovation and Law Fellow at the University of Texas School of Law and a Senior Editor at Lawfare, to assess the ongoing contrasting and, at times, conflicting regulatory approaches to Big Tech being pursued by the EU and US. The trio start with an assessment of the EU’s use of the Brussels Effect, coined by Anu, to shape AI development. Next, then explore the US’s increasingly interventionist industrial policy with respect to key sectors, especially tech. Read more:Anu’s op-ed in The New York TimesThe Impact of Regulation on Innovation by Philippe Aghion, Antonin Bergeaud & John Van ReenenDraghi Report on the Future of European Competitiveness Hosted on Acast. See acast.com/privacy for more information.
Peter E. Harrell, Adjunct Senior Fellow at the Center for a New American Security, joins Kevin Frazier, AI Innovation and Law Fellow at the University of Texas School of Law and a Senior Editor at Lawfare, to examine the White House’s announcement that it will take a 10% share of Intel. They dive into the policy rationale for the stake as well as its legality. Peter and Kevin also explore whether this is just the start of such deals given that President Trump recently declared that “there will be more transactions, if not in this industry then other industries.” Hosted on Acast. See acast.com/privacy for more information.
MacKenzie Price, co-founder of Alpha School, and Rebecca Winthrop, a senior fellow and director of the Center for Universal Education at the Brookings Institution, join Kevin Frazier, the AI Innovation and Law Fellow at the University of Texas School of Law and a Senior Editor at Lawfare, to review how AI is being integrated into the classroom at home and abroad. MacKenzie walks through the use of predictive AI in Alpha School classrooms. Rebecca provides a high-level summary of ongoing efforts around the globe to bring AI into the education pipeline. This conversation is particularly timely in the wake of the AI Action Plan, which built on the Trump administration’s prior calls for greater use of AI from K to 12 and beyond.  Learn more about Alpha School here: https://www.nytimes.com/2025/07/27/us/politics/ai-alpha-school-austin-texas.html and here: https://www.astralcodexten.com/p/your-review-alpha-schoolLearn about the Brookings Global Task Force on AI in Education here: https://www.brookings.edu/projects/brookings-global-task-force-on-ai-in-education/ Hosted on Acast. See acast.com/privacy for more information.
Keegan McBride, Senior Policy Advisor in Emerging Technology and Geopolitics at the Tony Blair Institute, and Nathan Lambert, a post-training lead at the Allen Institute for AI, join Alan Rozenshein, Associate Professor at Minnesota Law and Research Director at Lawfare, and Kevin Frazier, the AI Innovation and Law Fellow at the University of Texas School of Law and a Senior Editor at Lawfare, to explore the current state of open source AI model development and associated policy questions.The pivot to open source has been swift following initial concerns that the security risks posed by such models outweighed their benefits. What this transition means for the US AI ecosystem and the global AI competition is a topic worthy of analysis by these two experts. Hosted on Acast. See acast.com/privacy for more information.
Alan Rozenshtein, research director at Lawfare, sat down with Sam Winter-Levy, a fellow in the Technology and International Affairs Program at the Carnegie Endowment for International Peace; Janet Egan, a senior fellow with the Technology and National Security Program at the Center for a New American Security; and Peter Harrell, a nonresident fellow at Carnegie and a former senior director for international economics at the White House National Security Council under President Joe Biden.They discussed the Trump administration’s recent decision to allow U.S. companies Nvidia and AMD to export a range of advanced AI semiconductors to China in exchange for a 15% payment to the U.S. government. They talked about the history of the export control regime targeting China’s access to AI chips, the strategic risks of allowing China to acquire powerful chips like the Nvidia H20, and the potential harm to the international coalition that has worked to restrict China’s access to this technology. They also debated the statutory and constitutional legality of the deal, which appears to function as an export tax, a practice explicitly prohibited by the Constitution.Mentioned in this episode:The Financial Times article breaking the news about the Nvidia dealThe Trump Administration’s AI Action Plan Hosted on Acast. See acast.com/privacy for more information.
Join us on Scaling Laws as we delve into the intricate world of AI policy with Dean Ball, former senior policy advisor at the White House's Office of Science and Technology Policy. Discover the behind-the-scenes insights into the Trump administration's AI Action Plan, the challenges of implementing AI policy at the federal level, and the evolving political landscape surrounding AI on the right. Dean shares his unique perspective on the opportunities and hurdles in shaping AI's future, offering a candid look at the intersection of technology, policy, and politics. Tune in for a thought-provoking discussion that explores the strategic steps America can take to lead in the AI era. Hosted on Acast. See acast.com/privacy for more information.
In this episode, we talk about the intricate world of AI liability through the lens of agency law. Join us as Anat Lior explores the compelling case for using agency law to address the legal challenges posed by AI agents. Discover how analogies, such as principal-agent relationships, can help navigate the complexities of AI liability, and why it's crucial to ensure that someone is held accountable when AI systems cause harm. Tune in for a thought-provoking discussion on the future of AI governance and the evolving landscape of legal responsibility. Hosted on Acast. See acast.com/privacy for more information.
Brian Fuller, product policy leader at OpenAI joins Kevin on the challenges of designing policies that ensure AI technologies are safe, aligned, and socially beneficial. From the fast-paced landscape of AI development to the balancing of innovation with ethical responsibility. Tune in to gain insights into the frameworks that guide AI's integration into society and the critical questions that shape its future. Hosted on Acast. See acast.com/privacy for more information.
Renée DiResta, an Associate Research Professor at the McCourt School of Public Policy at Georgetown join Alan Rozenshtein and Kevin Frazier, to take a look at the Trump Administration’s Woke AI policies, as set forth by a recent EO and explored in the AI Action Plan. This episode unpacks the implications of prohibiting AI models that fail to pursue objective truth and espouse "DEI" values. Hosted on Acast. See acast.com/privacy for more information.
In this episode of Scaling Laws, Kevin Frazier is joined by Sayash Kapoor, co-author of "AI Snake Oil," to explore the complexities of AI development and its societal implications. They delve into the skepticism surrounding AGI claims, the real bottlenecks in AI adoption, and the transformative potential of AI as a general-purpose technology. Kapoor shares insights on the challenges of integrating AI into various sectors, the importance of empirical research, and the evolving nature of work in the AI era. The conversation also touches on the role of policy in shaping AI's future and the need for a nuanced understanding of AI's capabilities and limitations. Hosted on Acast. See acast.com/privacy for more information.
In this episode, join Kevin Frazier as he delves into the complex world of AI regulation with experts Lauren Wagner of the Abundance Institute and Andrew Freedman, Chief Strategy Officer at Fathom. As the AI community eagerly awaits the federal government's AI action plan, our guests explore the current regulatory landscape and the challenges of implementing effective governance with bills like SB 813. Innovative approaches are being proposed, including the role of independent verification organizations and the potential for public-private partnerships.Be sure to check out Fathom's Substack here: https://fathomai.substack.com/subscribe?params=%5Bobject%20Object%5D Hosted on Acast. See acast.com/privacy for more information.
Janet Egan, Senior Fellow with the Technology and National Security Program at the Center for a New American Security, Jessica Brandt, Senior Fellow for Technology and National Security at the Council on Foreign Relations, Neil Chilson, Head of AI Policy at Abundance Institute, and Tim Fist, Director of Emerging Technology Policy at the Institute for Progress join Kevin Frazier, the AI Innovation and Law Fellow at the University of Texas School of Law and a Senior Editor at Lawfare for a special version of Scaling Laws.This episode was recorded just hours after the release of the AI Action Plan. About 180 days ago, President Trump directed his administration to explore ways to achieve AI dominance. His staff has attempted to do just that. This group of AI researchers dives into the plan’s extensive recommendations and explore what may come next. Hosted on Acast. See acast.com/privacy for more information.
Lt. Gen. (ret) Jack Shanahan joins Kevin Frazier to explore the nuanced landscape of AI in national security. Challenging the prevalent "AI arms race" narrative. The discussion delves into the complexities of AI integration in defense, the cultural shifts required within the Department of Defense, and the critical role of public trust and shared national vision. Tune in to understand how AI is reshaping military strategies and the broader implications for society. Hosted on Acast. See acast.com/privacy for more information.
Kevin Frazier brings Eugene Volokh, a senior fellow at the Hoover Institution and UCLA law professor, to explore the complexities of libel in the age of AI. Discover how AI-generated content challenges traditional legal frameworks and the implications for platforms under Section 230. This episode is a must-listen for anyone interested in the evolving landscape of AI and law. Hosted on Acast. See acast.com/privacy for more information.
Cass Madison, the Executive Director of the Center for Civic Futures, and Zach Boyd, Director of the AI Policy Office at the State of Utah, join Kevin Frazier, AI Innovation and Law Fellow at the University of Texas School of Law and a Senior Editor at Lawfare, to discuss how state governments are adjusting to the Age of AI. This conversation explores Cass's work to organize the increasing number of state officials tasked with thinking about AI adoption and regulation as well as Zach's experience leading one of the most innovative state AI offices. Hosted on Acast. See acast.com/privacy for more information.
In this episode of Scaling Laws, Alan and Kevin discuss the current state of AI growth, focusing on scaling laws, the future of AGI, and the challenges of AI integration into society with Ethan Mollick, Professor of Management at Wharton, specializing in entrepreneurship and innovation. They explore the bottlenecks in AI adoption, particularly the role of interfaces and the uncertainty surrounding AI development. Mollick discusses the transformative potential of AI in various fields, particularly education and medicine, as well as the need for empirical research to understand AI's impact, the importance of adapting teaching methods, and the challenges of cognitive de-skilling.More of Ethan Mollick's work: https://www.oneusefulthing.org/ Hosted on Acast. See acast.com/privacy for more information.
On the inaugural episode of Scaling Laws, co-hosts Kevin Frazier, AI Innovation and Law Fellow at the University of Texas School of Law and a Senior Editor at Law, and Alan Rozenshtein, Professor at Minnesota Law and Research Director at Lawfare, speak with Adam Thierer, a senior fellow for the Technology and Innovation team at the R Street Institute, and Helen Toner, the Director of Strategy and Foundational Research Grants at Georgetown's Center for Security and Emerging Technology (CSET).They discuss the recent overwhelming defeat in the Senate of a proposed moratorium on state and local regulation of artificial intelligence. The conversation explores the moratorium's journey from its inclusion in a House bill to its ultimate failure, examining the procedural hurdles, the confusing legislative language, and the political maneuvering that led to its demise by a 99-to-1 vote. The group discuss the future of U.S. AI governance, covering the Republican party's fragmentation on tech policy and whether Congress's failure to act is a sign of it being broken or a deliberate policy choice.Mentioned in this episode: “The Continuing Tech Policy Realignment on the Right” by Adam Thierer in Medium “1,000 AI Bills: Time for Congress to Get Serious About Preemption” by Kevin Frazier and Adam Thierer in Lawfare “Congress Should Preempt State AI Safety Legislation” by Dean W. Ball and Alan Z. Rozenshtein in Lawfare "The Coming Techlash Could Kill AI Innovation Before It Helps Anyone" by Kevin Frazier in Reason  "Unresolved debates about the future of AI" by Helen Toner in Rising Tide  Hosted on Acast. See acast.com/privacy for more information.
TRAILER: SCALING LAWS

TRAILER: SCALING LAWS

2025-06-2300:47

Scaling Laws explores (and occasionally answers) the questions that keep OpenAI’s policy team up at night, the ones that motivate legislators to host hearings on AI and draft new AI bills, and the ones that are top of mind for tech-savvy law and policy students. Alan and Kevin dive into the intersection of AI, innovation policy, and the law through regular interviews with the folks deep in the weeds of developing, regulating, and adopting AI. They also provide regular rapid-response analysis of breaking AI governance news. Hosted on Acast. See acast.com/privacy for more information.
Last week the House of Representatives overwhelmingly passed a bill that would require ByteDance, the Chinese company that owns the popular social media app TikTok, to divest its ownership in the platform or face TikTok being banned in the United States. Although prospects for the bill in the Senate remain uncertain, President Biden has said he will sign the bill if it comes to his desk, and this is the most serious attempt yet to ban the controversial social media app.Today's podcast is the latest in a series of conversations we've had about TikTok. Matt Perault, the Director of the Center on Technology Policy at the University of North Carolina at Chapel Hill, led a conversation with Alan Rozenshtein, Associate Professor of Law at the University of Minnesota and Senior Editor at Lawfare, and Ramya Krishnan, a Senior Staff Attorney at the Knight First Amendment Institute at Columbia University. They talked about the First Amendment implications of a TikTok ban, whether it's a good idea as a policy matter, and how we should think about foreign ownership of platforms more generally.Disclaimer: Matt's center receives funding from foundations and tech companies, including funding from TikTok. Hosted on Acast. See acast.com/privacy for more information.
Today, we’re bringing you an episode of Arbiters of Truth, our series on the information ecosystem.On March 18, the Supreme Court heard oral arguments in Murthy v. Missouri, concerning the potential First Amendment implications of government outreach to social media platforms—what’s sometimes known as jawboning. The case arrived at the Supreme Court with a somewhat shaky evidentiary record, but the legal questions raised by government requests or demands to remove online content are real. To make sense of it all, Lawfare Senior Editor Quinta Jurecic and Matt Perault, the Director of the Center on Technology Policy at UNC-Chapel Hill, called up Alex Abdo, the Litigation Director of the Knight First Amendment Institute at Columbia University. While the law is unsettled, the Supreme Court seemed skeptical of the plaintiffs’ claims of government censorship. But what is the best way to determine what contacts and government requests are and aren't permissible?If you’re interested in more, you can read the Knight Institute’s amicus brief in Murthy here and Knight’s series on jawboning—including Perault’s reflections—here. Hosted on Acast. See acast.com/privacy for more information.
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Comments (3)

CJ

If for instance FB has to pay a violation fine, why not seed the expansion of FTC through appropriations but dedicate fines partially to FTC funding and research.

Feb 19th
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C muir

tedious lefties

Feb 14th
Reply

C muir

the dying legacy media whining about the new media.😂

Feb 14th
Reply