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Unfixed: How AI Is Reshaping the University: Daily Summaries Delivered
by Zach Justus and Nik Janos
Unfixed is a podcast for anyone interested in how generative AI is transforming higher education, from teachers and administrators to students and curious learners. Hosted by the faculty behind the blog Melts into Air, it offers candid reflections on a university system in flux, where even the mission of higher ed is up for debate.
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- 1 weeks ago37 min
Ep. 44 The Coming AI Detection Wars
AI detection is escaping the classroom. In this episode, we look at the rise of Pangram and a series of controversies involving a novelist, an international literary prize, and a university provost. Better AI detection may make it easier to identify AI involvement in writing, but it doesn’t tell us whether that use was appropriate, deceptive, or meaningful. We explore the coming battles over authorship, disclosure, surveillance, and trust, and why higher education may be an early battleground in a much larger fight over human-AI collaboration.Pangram Has Emerged as the Gold Standard of AI Detection. Should You Trust It? | WIREDAI is Writing Prize-Winning Fiction | Pangram2026 Commonwealth Short Story Prize UpdateOp-eds, academic articles by Provost Santiago Schnell flagged as ‘AI-written’ by ‘near-zero error’ AI detector Pangram - The DartmouthWhy AI Detection Fails for Academic IntegrityThoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing at meltsintoair.orgSubscribe to the Unfixed Newsletter—The AI Higher Ed Breakdown, our bi-weekly newsletter unpacking the top news stories at the intersection of AI and higher education.
- 3 weeks ago40 min
Ep. 43 What Can American Universities Learn from Germany? with Tony Waters
What can American universities learn from Germany, and how are the two countries responding to the disruption of AI? Sociologist Tony Waters joins Unfixed to compare higher education in Germany and the United States. Drawing on decades of teaching in both countries, Tony explores differences in student expectations, faculty responsibilities, and approaches to teaching and learning. We also discuss how German universities have responded to generative AI, European concerns about American technology companies, and how the current AI moment compares to earlier technological changes in higher education. Along the way, we consider what universities in both countries should preserve, what needs to change, and what each system might learn from the other.Tony WatersMax Weber, The Protestant Ethic and the Spirit of Capalism Nik featured in the New York TimesThoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing at meltsintoair.orgSubscribe to the Unfixed Newsletter—The AI Higher Ed Breakdown, our bi-weekly newsletter unpacking the top news stories at the intersection of AI and higher education.
- 4 weeks ago36 min
Ep. 42 What Comes Next for AI in the CSU? with Ed Clark
What does AI strategy look like when you’re responsible for technology across the largest four-year public university system in the country? Ed Clark, Chief Information Officer for the California State University, joins us to discuss the CSU’s approach to generative AI. We dig into the decision to extend the system’s OpenAI agreement, the argument for AI access as an equity issue, concerns about cost and the technology itself, and what might come next, including other AI tools and open-source models. We also talk about the changing job market for graduates and the role of faculty in shaping the CSU’s AI future.Ed Clark, CSU, Chief Information OfficerEd Clark, LinkedInCENIC AIR ResourceThoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing at meltsintoair.orgSubscribe to the Unfixed Newsletter—The AI Higher Ed Breakdown, our bi-weekly newsletter unpacking the top news stories at the intersection of AI and higher education.
- Oct 5, 202648 min
Ep. 41 The View Without the Climb: Skills in the Age of AI with Ciarán Dunne
What should universities teach when information is abundant, AI can produce polished work in seconds, and graduates are entering an increasingly uncertain world? In this episode, we talk with Dr. Ciarán Dunne, Transversal Skills Director at Dublin City University, about DCU’s ambitious effort to formally integrate skills such as critical thinking, ethical decision making, creativity, collaboration, personal agility, and data literacy across university programs. Ciarán defines “transversal skills” and compares them to the familiar language of “soft skills.” He argues that developing these capabilities shouldn’t be confused with reducing higher education to job training, and why AI has made this work even more urgent. We also compare and contrast the higher education system in Ireland vs. California and the US more broadly. Ciarán DunneDCU Transversal SkillsDCU “transversal skills”Dunne, The case against ‘soft skills’Dunne, The problem with ‘future-proofing’Dunne, The perils of living in an attention economyThoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing at meltsintoair.orgSubscribe to the Unfixed Newsletter—The AI Higher Ed Breakdown our bi-weekly newsletter unpacking the top news stories at the intersection of AI and higher education.
- Sep 21, 202638 min
Ep. 40 Did the Student Learn? Rethinking Education in the Age of AI with John Katzman
What does AI actually change about learning and what should colleges stop worrying about? In this episode, we talk with education entrepreneur John Katzman, founder and CEO of Noodle and previously the founder of The Princeton Review and 2U. We discuss AI tutoring, online learning, what universities are getting wrong about AI, and why Katzman believes the better question is not “who typed the words?” but “did the student learn?” We also explore what meaningful evidence of learning looks like and how AI might make education more social and connected rather than more isolating.Linkedinnoodle.comQuestions? Let's talkThoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing at meltsintoair.orgSubscribe to the Unfixed Newsletter—The AI Higher Ed Breakdown our bi-weekly newsletter unpacking the top news stories at the intersection of AI and higher education.
- Sep 7, 202645 min
Ep. 39 Beyond Pro-AI and Anti-AI with Andy Masley
Researcher and writer Andy Masley joins Unfixed for a conversation about how to have more honest, productive debates about artificial intelligence. We discuss why conversations about AI so quickly become polarized, why facts alone often struggle to cut through misinformation and distrust, and the dangers of reducing complex questions to being simply “for” or “against” AI. Andy makes the case for a more pluralistic approach to environmental politics and explains why we need better ways to think and talk about the tradeoffs surrounding new technologies. We also touch on AI’s water and energy use, but the larger question is how we can move beyond simplistic narratives and have more constructive conversations about the future of AI.Andy Masley Twitter, Bluesky, Substack, websiteAndy Masley, A short summary of my argument that using ChatGPT isn't bad for the environmentAndy Masley, The AI water issue is fake - Andy MasleyAndy Masley, Towards Liberal EnvironmentalismJasmine Sun, No Data Centers in My BackyardNik Janos, Damming Debates: Navigating the Waters of Northwest HydropowerTrisha Schuller, Arc of Outrage
- Aug 31, 202631 min
Ep. 38 [Special Episode] I Know What You Did Last Summer, AI Edition
What happened in AI this summer? So much it made Nik dizzy. In this episode of Unfixed, we look back at a summer 2026 when the pace of change in AI seemed to accelerate on every front at once. Consider these developments: governments began directly shaping access to frontier models; colleges retreated from take-home assessments as new cheating controversies went viral; AI detection moved beyond academic integrity and into everyday online life; autonomous agents escaped their sandboxes; and public opposition to AI data centers surged across the political spectrum. We work through some of the biggest stories you may have missed, from Pangram and the infamous “Madagascar” cheating trap to agent security breaches and the growing backlash against AI infrastructure. At the end we reveal the one big take away for higher ed. OpenAI and Anthropic limit new AI models to Trump-approved customers during cybersecurity reviewA Professor Created a Trap in His Midterm to Catch Students Using AI. Nearly All Made the Same MistakeZach and Nik’s warning on using trojan horse attacks on studentsHow can I detect AI on Substack?UC Berkeley professor admits to using AI to edit op-ed on students’ math skills | US universities | The GuardianAnatomy of a Frontier Lab Agent Intrusion: A Technical Timeline of the July 2026 IncidentOpenAI, The Hugging Face incident and the road aheadHeatmap, 75% of Americans Now Oppose Local Data Center DevelopmentJasmine Sun, No Data Centers in My BackyardThoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing at meltsintoair.orgSubscribe to the Unfixed Newsletter—The AI Higher Ed Breakdown our bi-weekly newsletter unpacking the top news stories at the intersection of AI and higher education.
- Aug 24, 202638 min
Ep. 37 The Future of AI in Higher Education with OpenAI's Leah Belsky
Leah Belsky, Vice President of Education at OpenAI, joins Unfixed for a wide-ranging conversation about AI, higher education, and the future of learning. We discuss why OpenAI is investing so heavily in universities, what the company has learned from partnerships like the California State University system, and how it responds to faculty concerns about academic integrity, sustainability, and the role of AI in education. We also explore ChatGPT Study Mode, the changing relationship between higher education and the labor market, and what colleges should look like in an era of AI. Whether you're enthusiastic, skeptical, or somewhere in between, this conversation offers a thoughtful look at one of the most influential voices shaping AI in education.ChatGPT EduKate Rix, EdSource, California State University renews controversial systemwide contract with OpenAINik and Zach, EdSource, Canceling that Cal State ChatGPT contract does not solve the AI problem; it might make it worseOpenAI, ChatGPT for Small Business ProgramThoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing at meltsintoair.orgSubscribe to the Unfixed Newsletter—The AI Higher Ed Breakdown our bi-weekly newsletter unpacking the top news stories at the intersection of AI and higher education.
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About Unfixed: How AI Is Reshaping the University
Unfixed is a podcast for anyone interested in how generative AI is transforming higher education, from teachers and administrators to students and curious learners. Hosted by the faculty behind the blog Melts into Air, it offers candid reflections on a university system in flux, where even the mission of higher ed is up for debate.
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