Case study
The Karl Popper Legal Reasoning Scholarship
Imagining the future of law — and writing it.
The Karl Popper Legal Reasoning Scholarship was conceived to push the boundaries of legal imagination. Created by The Atoll Society, the competition invited law students around the world to engage with a deceptively simple challenge:
How should law evolve when artificial intelligence becomes part of the constitutional order?
Participants were asked to step into the year 2047, where AI copilots, climate displacement, and algorithmic truth-verification define the legal landscape. Their task: draft a judicial opinion or brief in a refugee case that tests the limits of human judgment and machine reasoning.
The result? Extraordinary. The submissions revealed how the next generation of legal minds are already preparing to govern a world where technology and justice are inseparable.
The winners
From an incredibly competitive field of entries, ten finalists emerged whose work combined philosophical rigor with operational clarity.
Each of the top five entries received at least one first-place vote from our judges — a testament to the depth, originality, and diversity of thought across the submissions.
Navya Kolli,
Tulane Law School
Procedural Pluralism
A genuinely novel framework for reconciling faith and verification in AI-driven governance.
Katherine Mansfield & Lenora D’Souza,
Sciences Po
Calibration Theory
A compelling joint opinion exploring how algorithmic interpretation can coexist with democratic deliberation.
Asif Hussain,
Georgetown Law
Judicial Dissent
A masterful exercise in dissent that preserved human reasoning within automated adjudication.
Kevin Manzi, Kigali
Independent University
Judicial Opinion
Recognized for doctrinal precision and the depth of its constitutional reasoning.
William Dinneen,
Stanford Law school
Party brief
Honored for producing the most realistic and persuasive party brief of the competition.
The finalists
The finalists submitted materials that were thoughtful, forward looking, and compelling.
Our judges had a very difficult decision to make. Hailing from across the globe, our finalists were invited to continue engagement with The Atoll Society.
Jason Huang,
Arizona State University
Pablo Markin, Israeli PhD
Sarang Lim, New York Law School
William Fogelman, Georgetown Law
Unknown
There was also one finalist selected who did not identify themselves in the submission. As such, we have been unable to notify them of the incredible quality of their work.
The judging panel
Experts whose backgrounds span cryptocurrency, entrepreneurship, governance, and constitutional law.
The competition was guided by a panel of experts whose backgrounds span exactly the kind of interdisciplinary breadth this future-facing challenge demanded.
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Expert in blockchain, tax law, and financial systems.
Del Wright joined the LSU Law faculty in 2024 as the Vinson & Elkins Endowed Professor of Law. He teaches in the areas of tax, finance, business, securities, entrepreneurship, and in the last few years, crypto and blockchain regulation.
In 2020, Wright published his first book, A Short and Happy Guide to Bitcoin, Blockchain and Crypto. He has two additional books in the works—Legal Issues in Blockchain & Crypto In a Nutshell, and Blockchain, Law & Policy: Materials, Problems & Interdisciplinary Considerations—to be published by West Academic Publishers. His articles have been published in academic journals such as the BNA Tax Management Real Estate Journal, Virginia Tax Law Review, Akron Law Review, Arizona State Law Journal, and the University of Missouri Kansas City Law Review.
He began his academic career at Valparaiso University Law School and taught there from 2010 to 2017, then joined the University of Missouri-Kansas City Law School.
Prior to joining the academy, as a prosecutor with DOJ’s Tax Division from 2003 to 2008, Wright prosecuted tax and other white-collar crimes, as well as drug crimes while he served on DOJ’s Organized Crime and Drug Enforcement Task Force in Maryland. During his time with the DOJ, he oversaw multiple criminal investigations, receiving an Outstanding Attorney Award in 2004 and a Special Service Award in 2007.
In private practice following his DOJ service, he worked on tax controversy matters, managing litigation and negotiating settlements in over 30 U.S. Tax Court cases, with the contested amounts exceeding $1 billion. Wright has also previously worked for law firms and finance companies such as Skadden, Arps, Slate, Meagher & Flom, Bank of America, and Bank of America Securities.
Wright earned a master’s in public policy from Harvard in 1997, a Juris Doctor from The University of Chicago Law School in 1996, and a Bachelor of Science from the University of Maryland in 1992. He is a former member of the U.S. Marine Corps Reserve. -
Scholar of AI and constitutional jurisprudence.
Andrew Chin joined the faculty at UNC School of Law in 2001 after a previous career in theoretical computer science and combinatorial mathematics. He writes and/or teaches in various legal fields that interface with modern technology or call for quantitative methods and insights, including the laws of intellectual property, antitrust, cyberspace, artificial intelligence, privacy, democracy, and securities. His research methodologies range from data science and the design and analysis of algorithms to constitutional theory and the analytic philosophy of science and mathematics. In current work, he is exploring how patent laws relate to the neurodiversity of the inventive community.
In recent years, Chin has partnered with Duke mathematicians in efforts to align the quantitative evidence presented in support of partisan gerrymandering challenges with rapidly shifting federal and state jurisprudence. His co-authors provided instrumental expert testimony in the state court challenge that resulted in the redrawing of North Carolina’s congressional districts in 2020. He was the author and attorney of record on amicus briefs filed on behalf of election law, scientific evidence, and empirical legal scholars in Rucho v. Common Cause and Gill v. Whitford.
Chin’s scholarship on the calculation of short-swing insider trading liability has helped numerous plaintiffs’ attorneys maximize recoveries for corporations and shareholders. In earlier work, Chin authored a strategic disclosure of 11 million isolated DNA oligonucleotides that has been cited as prior art in more than 30 issued U.S. patents. -
Governance and policy leader.
Tamarra Matthews Johnson currently serves as Counselor to U.S. Attorney General Merrick Garland. Her prior tenure in the Department of Justice includes over ten years as an Assistant U.S. Attorney, and service as a Bristow Fellow in the Office of the Solicitor General. Prior to her current role, she was previously a partner at the trial litigation boutique Wilkinson Stekloff LLP.
Tamarra clerked for Judge Judith W. Rogers of the U.S. Court of Appeals for the D.C. Circuit, and for Justice Sandra Day O’Connor of the U.S. Supreme Court.
She completed her undergraduate at Duke University and received her JD from Yale Law School.
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Legal innovator and startup advisor.
Dixie Noonan is an accomplished lawyer and strategic advisor who works at the intersection of law and policy, particularly as it relates to financial sector regulation, economic policy, and emerging technologies. Dixie served in the federal government as Senior Counsel to the Financial Crisis Inquiry Commission, as the founding Head of Legal and Regulatory Affairs at a Bay Area fintech startup, and as a strategic advisor to Maria Shriver and her nonprofit organization, with a focus on women’s health and economic opportunities. Dixie hails from BigLaw, having cut her teeth as a lawyer at Sullivan & Cromwell and O’Melveny & Myers. The Founder and CEO of DLRN Advisory, Dixie manages and advises on high-impact projects in the corporate, government, and nonprofit spheres. She also serves as Co-Chair of the Finance Committee of YaleWomen. Dixie is a graduate of the University of Arkansas and Yale Law School.
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Entrepreneur and advocate for legal innovation.
Paul Mandell is a founder and the CEO of Consero Group, which joined the Blackstone family of companies in 2021. Since 2005, he has launched a series of businesses, and he is a founding partner in several startup incubators.
Paul is a summa cum laude graduate of the University of Maryland College Park (“UMCP”), where he majored in government and served as President of the Student Government Association and Chair of the University System of Maryland Student Council. He also holds a J.D. from Yale University, where he was a Senior Editor of the Yale Law Journal and Editor-in-Chief of the Yale Law & Policy Review.
Paul is a past Chair of both the UMCP Foundation Board of Trustees and the Yale Law School Fund Board, and he serves as a member of the Suburban Hospital Foundation Board and the Liberia School of Law Board of Directors. He is a recipient of the Wilson H. Elkins Award, the Spirit of Maryland Award, and the UMCP College of Behavioral and Social Sciences (“BSOS”) Dean’s Award, and he is a member of the UMCP Foundation’s 1856 Society and the BSOS Dean’s Circle.
A glimpse of law’s future
What emerged from the Karl Popper Legal Reasoning Scholarship was more than a writing competition.
It was a prototype for legal education in the AI age:
Speculative enough to matter.
Rigorous enough to implement.
Transparent enough to verify.
The next phase will feature biweekly discussions between finalists and judges, exploring real-world implications
From AI in family law to corporate personhood 2.0.
“Law’s future will be written not just in statutes and courts, but in how we integrate artificial intelligence into the foundations of justice.” — Reid Hoffman
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