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Unfixed: How AI Is Reshaping the University
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Unfixed: How AI Is Reshaping the University

Author: Zach Justus and Nik Janos

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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.

12 Episodes
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Zach and Nik brings you the biggest AI-in-education headlines shaping higher ed this fall—from ChatGPT’s new Study Mode and Canvas integrations to Microsoft’s agents, Big Tech partnerships, and Grammarly’s AI grade oracle.OpenAI ChatGPT Study ModeInstructure: Canvas ChatGPT integrationMicrosoft Copilot AgentLA Times: Big Tech as SaviorReuters: Google Pledges Over $1 Billion for AI TrainingGrammarly, What Grade Will I Get?Thoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing at meltsintoair.org
In this episode of Unfixed, we talk with Ray Schroeder—Senior Fellow at UPCEA and Professor Emeritus at the University of Illinois Springfield—about Artificial General Intelligence (AGI) and what it means for the future of higher education. While most of academia is still grappling with ChatGPT and basic AI tools, Schroeder is thinking ahead to AI agents, human displacement, and AGI’s existential implications for teaching, learning, and the university itself. We explore why AGI is so controversial, what institutions should be doing now to prepare, and how we can respond responsibly—even while we’re already overwhelmed.Ray Shroeder, Uncharted Territory: Artificial General Intelligence and Higher EdRay Shroeder, Higher Education in 2025: AGI Agents to Displace PeopleRay Shroeder Online LearningThoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing at meltsintoair.org
In this episode of Unfixed, “Ready for a Fight?”, we explore the growing resistance to generative AI in higher education. While we don’t adopt the “Fight AI” stance ourselves, we take it seriously—as a revealing response to the rapid automation of knowledge work. Drawing from educators, artists, organizers, and labor movements, we unpack what motivates this rejection of AI, what it’s defending, and where it might lead. Featuring references to union actions, institutional policy shifts, and structural critiques of tech power, this episode sheds light on the values and vulnerabilities animating the pushback.Melts into Air, What does it mean to fight AI? Melts into Air, Will General Artificial Intelligence Replace Me? Karen Hao, Empire of AI Cant, Muldoon, and Graham, Feeding the Machine: The Hidden Human Labor Powering A.I. California Faculty Association  Thoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing at meltsintoair.org
AI is reshaping every level of education—but K–12 and higher ed often feel worlds apart. In this episode, we talk with Teach Smarter podcast hosts Stephanie Dinnen and Pete Siner about how generative AI is transforming K–12 schools, the evolving challenges across grade levels, and what higher education needs to understand about the next generation of AI-native students.Stephanie Dinnen is an implementation specialist, supporting districts and schools in building MTSS frameworks for literacy, math and SEL. She is a psychiatric researcher turned K-12 educator and a military spouse advocate.Pete Siner is a former teacher and educational consultant who helps schools use AI to strengthen Tier 1 and Tier 2 instruction, support SEL, and build sustainable systems across traditional, CTE, and alternative settings. He hosts the Teach Smarter podcast and will present at ISTE 2025 on how AI can save teachers time without adding complexity.Teach Smarter, teachsmarteredu.comStephanie Dinnen, @mrsdinnenreads, www.linkedin.com/in/stephaniedinnenPete Siner, https://www.linkedin.com/in/peter-s-75580490/Thoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing at meltsintoair.org
Advising is part mentorship, part logistics—and often a confusing mess. In this episode, we explore how AI might help (or hurt) students and advisors trying to navigate course selection, degree requirements, and policy mazes. We share what happened when we built our own advising bot and tested it in the wild. Could this be the future of student support, or just another edtech fantasy? With special guest Jamie Gunderson. Josh Farris and Chi Chan, Guiding First-Generation Students to SuccessLauren Coffey, An AI Boost for Academic AdvisingLiam Knox, The (AI) Counselor Is inThoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing at meltsintoair.org
In this episode of Unfixed, we unpack the mounting pressures that are destabilizing higher education. From the looming enrollment cliff and partisan political attacks to the unresolved trauma of COVID-19 and the disruptive arrival of generative AI, universities are being pulled in multiple, often contradictory, directions. Nik and Zach explore how these forces intersect to create what they call the “insecure university.” What does it mean to learn, teach, and lead in institutions struggling to justify their very existence?Inside Higher Ed, “College-age demographics begin steady projected decline”Rufo in City Journal Venkatesh Rao, “Knowledge Under Siege” (cooked with AI)”Nils Gilman on Theory of Change podcastThoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing at meltsintoair.org
Generative AI is upending higher education but can the university keep up? In this episode, we explore why institutional change in academia is so slow, even as AI accelerates disruptions across academic integrity, tenure, curriculum, and writing. From campus bureaucracy to the post-COVID pivot, we ask: what happens if we don’t adapt? And what would it take to respond differently, before the university becomes obsolete?Mark Carrigan, Are Universities Too Slow to Cope With Generative AI?Melts into Air, Thoughts on the First AI-Powered UniversitySeb Murray, Business Schools Ease Their Resistance to AIThoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing at meltsintoair.org
Ep. 5 The Wild West

Ep. 5 The Wild West

2025-06-1630:18

In this episode of Unfixed, we unpack Chico State’s recent ChatGPT rollout and what it reveals about the CSU system’s broader AI strategy. Why are universities centralizing AI adoption? What’s at stake for faculty, students, and the future of higher ed? We explore institutional motivations, equity and sustainability concerns, vendor influence, and the disconnect between AI hype and on-the-ground realities.Nik Janos, Thoughts on the First AI-powered University Rob Nelson, What is an AI-empowered UniversityRob Nelson, Alignment Problem Thoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing at meltsintoair.org
In this special breaking-news episode of Unfixed, Nik and Zach dive into urgent headlines warning that AI could eliminate millions of entry-level white-collar jobs. They unpack what this means for students, the public perception of higher education, and what colleges must do now to stay relevant. Featuring insights from Kevin Roose, Dario Amodei, Hard Fork, and more, the episode explores how universities can reposition themselves in an era of accelerating automation and economic uncertainty.Kevin Roose, For Some Recent Graduates, the A.I. Job Apocalypse May Already Be Here - The New York TimesJim VanderHei and Mike Allen, Behind the Curtain: A white-collar bloodbathArtificial Intelligence coverage from AxiosHard Fork, The A.I. Jobpocalypse, Building at Anthropic with Mike Krieger and Hard Fork Crimes Division - The New York TimesThoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing a meltsintoair.org
Ep. 3 Shock and Awe

Ep. 3 Shock and Awe

2025-06-0228:14

Melts into Air, Assistant for the Rest of UsMelts into Air, Tenure, Promoton, AIMelts into Air, AI Personality Disorder
Inside Higher Ed, Assessment of Student Learning Is BrokenThoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing a meltsintoair.org
Thoughts and suggestions? Email us at unfixed@meltsintoair.orgYou can find the full show notes and our writing a meltsintoair.org
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