Mixed Signals: Is AI Saving Time or Adding Tasks at School and at Work? | Ep. 102

In this episode of ChatEDU, Is AI Saving Time or Adding Tasks at School and at Work?, Matt and Liz explore the polarizing reality of AI productivity. After a celestial jingle for Liz’s book and news of Meta’s post-mortem patent, the hosts discuss educators moving beyond chatbots to "vibe code" custom school solutions for operational hurdles.

The Rundown

Accidental emails show educators using Replit and vibe coding to build sub coverage apps and data dashboards.

A simple custom instruction fix to prevent ChatGPT from baiting users with follow-up questions at the end of every response.

Anna Mills shares UC Irvine strategies for students to challenge AI bias and treat bots as sparring partners.

A look at ChatGPT’s new ability to generate interactive math and physics simulations, like adjustable Pythagorean theorem models.

This "AI for Education" tool helps students reflect on whether they are using AI strategically or simply offloading their thinking.

Matt’s commentary explains how these three roles help students and teachers navigate AI ethics.

The latest updates from Google’s research tool, including cinematic video overviews and native support for ePub files.

News of a metadata leak in the higher ed version of ChatGPT that exposed research repository names.

Why hundreds of University of Colorado faculty and students are pushing back against a 2 million dollar OpenAI contract.

The story of Grammarly’s Expert Review feature and why it was pulled after using journalist personas without consent.

USAII’s Global Hackathon and the Quad City Herald show students solving real-world business problems with AI.

Beneath the Surface

Matt and Liz discuss AI’s recursive risks, citing Amazon’s AI-driven outages and employee workload spikes. Dan Meyer joins to debunk AI time-saving myths for teachers, concluding that while AI accelerates expectations, interpersonal teaching remains automation-proof.

Bright Byte

Paul Cunningham used ChatGPT and AlphaFold to create a personalized mRNA cancer vaccine for his dog, Rosie. Despite lacking a medical background, his experimental treatment successfully shrunk her tumors, proving AI’s power when driven by personal motivation.

Announcements

Learning They'll Love - Dr. Elizabeth Radday

ASCD:⁠ ⁠https://tinyurl.com/bde652nn⁠⁠

Amazon: https://tinyurl.com/22t9hz77

Barnes and Noble: https://tinyurl.com/bdckf6zw

Our six-week AI Micro-Credential course launching this spring in partnership with Southern Connecticut State University. Group discounts are available at Skills21.org/AI/Micro.

EdAdvance is offering a Middle and High School Student AI Literacy course — email chatedu@edadvance.org to bring it to your district. ​​⁠⁠www.skills21.org/ai/learnai⁠⁠

Skills21’s FREE social media literacy course. Check it out here -⁠ ⁠https://www.skills21.org/social-balance⁠⁠

This episode is sponsored by The National Center for Next Generation Manufacturing.⁠ ⁠⁠⁠https://www.nextgenmfg.org⁠

⁠

Links

Meta Patent: Posthumous AI Posting

https://tinyurl.com/34ja5dde

Stop ChatGPT Follow-Up Bait

https://tinyurl.com/ytmrwtv9

ChatGPT Interactive Math Visuals

https://tinyurl.com/55ztmer2

GenAI Self-Reflection Checklist

https://tinyurl.com/mtcuuxkz

NotebookLM Video Overviews

https://tinyurl.com/4kutwdtu

NotebookLM more useful for students and book lovers

https://tinyurl.com/v5cnv2r8

ChatGPT Edu Leaks Project Metadata

https://tinyurl.com/mr2h42t3

CU Community Fights AI Rollout

https://tinyurl.com/2f6hmd8u

Grammarly AI "Expert" Backfire

https://tinyurl.com/4fn93kw3

USAII 2026 Global AI Hackathon Opens

https://tinyurl.com/bdzbzkd9

AI Youth Corps to Aid Local Biz

https://tinyurl.com/rrsc4net

AI Use Wreaks Havoc on Amazon Core Business

https://tinyurl.com/yr99nyxk

Study: AI Increases Amazon Workload

https://tinyurl.com/3393cz3a

Doubt: AI Saving Teachers Time

https://tinyurl.com/37vu2jw9

Tech Boss’s AI Dog Cancer Vaccine

https://tinyurl.com/3vrprpva