Teachers, Students, and the Coming AI Winter: What Happens When the Boom Freezes?

Today’s episode covers how teachers are embracing AI, what students really think about AI vs teacher feedback, the latest AI news (from Anthropic to Apple), and why “nano banana” is more than just a meme.00:00 — OpeningWelcome + banter. Setting up today’s topics: teachers using AI, student trust in AI vs human feedback, rapid news, and the looming question — is an AI winter coming?00:46 — Teachers Embracing AIFresh research shows educators are saving up to 6 hours a week with AI. From course materials to simulations, teachers are co-creating and delegating tasks — but should students know when AI is grading their work?03:16 — Student Trust: AI vs TeachersA 7,000-student study across four Australian universities finds nearly half already use AI for feedback. Students rate AI and teacher feedback equally helpful, but trust teachers far more (90% vs 60%). What this means for the future of assessment.05:32 — News RoundupAnthropic’s privacy toggle drama & Chrome agent releaseAtlassian buys a beloved AI browserEnterprise market share: Claude overtakes OpenAIApple quietly testing Gemini for SiriInstructure’s Ignite AI conundrum sessionDeakin CRADLE says assessment is a “wicked problem” with no silver bulletGoogle’s “Nano Banana” (Gemini image editing) explodes: 10M users, 200M edits in two weeks14:02 — Jargon BusterHuman in the loop vs Human on the loop. Practical examples from fraud detection and lane-keeping in cars — why these distinctions matter for trust and accountability.15:35 — The AI Winter DebateWhat happens if AI progress stalls? Lessons from past winters, why a plateau could actually strengthen adoption, and the difference this time — millions of everyday users won’t just forget AI exists.22:34 — Cognitive Crash ScenarioWhat if there’s no more data to train on? We walk through four AI model responses: shock, adaptation, education rethink, and cultural rebound.26:55 — Jobs & Society in a Plateau WorldHybrid jobs, AI wranglers, humanities revival, and why not everything should be automated.28:40 — Closing ThoughtsAI winters might not be an apocalypse — they might be the pause we need to build resilience and re-center human creativity.🎙️ Adjunct Intelligence is the weekly briefing for higher-ed professionals who want AI as a cheat code—not a headache.Every episode:• Real tests of AI tools in education and professional workflows• Fast, Monday-morning actions you can actually try• Clear signal through the noise (no hype, no jargon)👉 Subscribe on [YouTube] | [Apple Podcasts] | [Spotify]👉 Share this with a colleague who still says “I’ll figure AI out later”👉 Join the conversation on LinkedIn with #AdjunctIntelligenceStay curious. Stay intelligent. Stay the human in the loop.🎙️ Adjunct Intelligence is the weekly briefing for higher-ed professionals who want AI as a cheat code—not a headache.Every episode:• Real tests of AI tools in education and professional workflows• Fast, Monday-morning actions you can actually try• Clear signal through the noise (no hype, no jargon)👉 Subscribe on [YouTube] | [Apple Podcasts] | [Spotify]👉 Share this with a colleague who still says “I’ll figure AI out later”👉 Join the conversation on LinkedIn with #AdjunctIntelligenceStay curious. Stay intelligent. Stay the human in the loop.