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.

Hosts: Zach Justus and Nik Janos

Producer and Editor: Jamie Gunderson

Nik Janos Nik Janos

Ep. 6 AI and the Slow University

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?

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 University

Seb Murray, Business Schools Ease Their Resistance to AI

Thoughts and suggestions? Email us at unfixed@meltsintoair.org

You can find the full show notes and our writing a meltsintoair.org

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Nik Janos Nik Janos

Ep. 5 The Wild West

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.

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 University

Rob Nelson, Alignment Problem

Thoughts and suggestions? Email us at unfixed@meltsintoair.org

You can find the full show notes and our writing a meltsintoair.org

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Nik Janos Nik Janos

Ep. 4 AI is Coming for White-Collar Jobs-Is Higher Ed Ready? Special Episode

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.

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 Times

Jim VanderHei and Mike Allen, Behind the Curtain: A white-collar bloodbath

Artificial Intelligence coverage from Axios

Hard Fork, The A.I. Jobpocalypse, Building at Anthropic with Mike Krieger and Hard Fork Crimes Division - The New York Times

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Nik Janos Nik Janos

Ep. 3 Shock and Awe

Assistants are no longer exclusive to research institutions, AI is becoming an essential tool for educators and researchers across higher education.

Assistants are no longer exclusive to research institutions, AI is becoming an essential tool for educators and researchers across higher education. In this episode, we explore how generative AI is transforming academic work, from streamlining research processes to enhancing teaching strategies, offering a new kind of support for professionals navigating the demands of modern academia. We also examine the implications for retention, tenure, and promotion (RTP).

Notes:

Melts into Air, Assistant for the Rest of Us

Melts into Air, Tenure, Promoton, AI

Melts into Air, AI Personality Disorder

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Nik Janos Nik Janos

Ep. 2: AI is Devil Magic

Generative AI didn’t just disrupt student assessment—it broke it. In this episode, we unpack how traditional models of evaluating student work are collapsing under the weight of new AI tools. From essays to exams, what happens when the core systems of trust and measurement in higher ed no longer hold?

Generative AI didn’t just disrupt student assessment, it broke it. In this episode, we unpack how traditional models of evaluating student work are collapsing under the weight of new AI tools. From essays to exams, what happens when the core systems of trust and measurement in higher ed no longer hold?

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Nik Janos Nik Janos

Ep. 1: We are Unfixed: How AI is Reshaping Higher Education

In this inaugural episode of Unfixed: AI and Higher Education, hosts Nik Janos and Zach Justus introduce a new podcast that explores how generative AI is accelerating deep structural changes across the university.

In this inaugural episode of Unfixed: AI and Higher Education, hosts Nik Janos and Zach Justus introduce a new podcast that explores how generative AI is accelerating deep structural changes across the university. More than just a classroom tool, AI is transforming admissions, advising, labor, assessment, and even the core mission of higher education. Born from spontaneous faculty conversations, blog posts, and national articles in Inside Higher Ed, this podcast returns to the origin: unscripted, thoughtful dialogue among colleagues. Expect guest interviews, behind-the-scenes insights, and honest takes on the institutional disruption few are ready to confront.

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