# Ep. 23 Under Pressure: AI, Earnings Tests, and the New Squeeze on Higher Ed Page: https://stenobird.com/podcast/unfixed-how-ai-is-reshaping-the-university-7342550/ep-23-under-pressure-ai-earnings-tests-and-the-new-squeeze-on-higher-ed Text version: https://stenobird.com/podcast/unfixed-how-ai-is-reshaping-the-university-7342550/ep-23-under-pressure-ai-earnings-tests-and-the-new-squeeze-on-higher-ed.md Podcast: [Unfixed: How AI Is Reshaping the University](https://stenobird.com/podcast/unfixed-how-ai-is-reshaping-the-university-7342550) Published: 2026-02-23T08:05:36+00:00 Episode link: https://www.meltsintoair.org/unfixedpodcast/under-pressure-ai-earnings-test Audio file: https://static1.squarespace.com/static/5f624c707d4c797a5b5177f9/t/6998b55fd8360774f3b3435c/1771615666797/Unfixed+-+Pressure+%28RTG%29.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/unfixed-how-ai-is-reshaping-the-university-7342550/episodes/ep-23-under-pressure-ai-earnings-tests-and-the-new-squeeze-on-higher-ed Duration seconds: 1624 ## Resource AI-driven entry-level job disruption and new federal earnings test rules are colliding—putting mid-tier public universities, especially in California, under growing pressure. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/unfixed-how-ai-is-reshaping-the-university-7342550/episodes/ep-23-under-pressure-ai-earnings-tests-and-the-new-squeeze-on-higher-ed/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-23-under-pressure-ai-earnings-tests-and-the-new-squeeze-on-higher-ed.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.