# Ep. 28 AI Retrofit Workshops: Redesigning Teaching for the Age of AI Page: https://stenobird.com/podcast/unfixed-how-ai-is-reshaping-the-university-7342550/ep-28-ai-retrofit-workshops-redesigning-teaching-for-the-age-of-ai Text version: https://stenobird.com/podcast/unfixed-how-ai-is-reshaping-the-university-7342550/ep-28-ai-retrofit-workshops-redesigning-teaching-for-the-age-of-ai.md Podcast: [Unfixed: How AI Is Reshaping the University](https://stenobird.com/podcast/unfixed-how-ai-is-reshaping-the-university-7342550) Published: 2026-05-04T07:05:40+00:00 Episode link: https://www.meltsintoair.org/unfixedpodcast/ep-28-ai-retrofit-workshops-redesigning-teaching-for-the-age-of-ai Audio file: https://static1.squarespace.com/static/5f624c707d4c797a5b5177f9/t/69d6d91527477f0e5def3af0/1775688041181/Retrofit+RTG.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/unfixed-how-ai-is-reshaping-the-university-7342550/episodes/ep-28-ai-retrofit-workshops-redesigning-teaching-for-the-age-of-ai Duration seconds: 1560 ## Resource In this episode of Unfixed, we unpack what it actually means to run AI retrofit workshops—where faculty redesign assignments and learning outcomes for a world shaped by generative AI. Rather than hype or quick fixes, this work starts from disruption: courses no longer behave as intended, and instructors are left to figure out what still holds. We explore the emotional and intellectual reality faculty face, and why time, structure, and trust—not tools—are the real interventions. Retrofit emerges not as innovation, but as necessary maintenance for teaching that still has to function. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/unfixed-how-ai-is-reshaping-the-university-7342550/episodes/ep-28-ai-retrofit-workshops-redesigning-teaching-for-the-age-of-ai/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/unfixed-how-ai-is-reshaping-the-university-7342550/ep-28-ai-retrofit-workshops-redesigning-teaching-for-the-age-of-ai.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.