Rethinking Learning...Just in Time

What does it actually mean to use AI responsibly in education? In this episode, host Matthew sits down with educator, author, and automation advocate Jethro Jones to explore the difference between AI that builds you up versus AI that holds you back. Jethro introduces the concept of cognitive equity — using AI to expand what you're capable of — versus cognitive debt — using it to skip the learning that matters. They dive deep into practical frameworks for deciding what to automate, why students aren't really "cheating" with AI (and what we should do about it instead), and what truly meaningful learning looks like. Whether you're a teacher, administrator, or lifelong learner, this conversation will challenge how you think about school, work, and what it means to actually grow.

• 0:00 — Welcome & Podcast Origin Story: Matthew introduces the show and welcomes returning guest Jethro Jones, who's been helping get this podcast off the ground.
• 1:22 — Cognitive Equity vs. Cognitive Debt: Jethro introduces his core framework: AI that expands your abilities creates cognitive equity; AI that circumvents real learning creates cognitive debt.
• 3:12 — Automating the Menial: Real-World Examples: Jethro shares how he built an automatic attendance tool for a driving school — and why the meaning behind a task determines whether it should be automated.
• 6:22 — How to Decide What to Automate: Three frameworks: automate what you procrastinate on, automate what you've already systematized, and reconsider even automating gratitude.
• 17:41 — Teaching Kids to Value Their Work: Matthew asks the big question: if adults can decide what's valuable, how do we help kids do the same?
• 17:44 — Why School Compliance Kills Learning: Jethro argues that school systems have optimized for compliance, not learning — and AI just makes that problem impossible to ignore.
• 19:38 — What Meaningful Learning Looks Like: Jethro clarifies: learning has never been the focus of school — but it should be. He shares three ways to make assignments actually matter.
• 33:53 — Just-in-Time Learning: Why grade-level scope and sequences may be doing more harm than good — and how kids learn best when they need the knowledge most.
• 35:07 — Monday Morning Takeaway: Jethro leaves teachers and administrators with one concrete, actionable thing to do this week.

Guest: Jethro Jones — educator, author, and automation advocate. Find him at @JethroJones on all social platforms and at his new web site Optimization Doc.

Host: Matthew — AI & Emerging Technology Consultant, Central Pennsylvania.

We’re thrilled to be sponsored by Renaissance and IXL.

Learn more about Renaissance:

 

As a global leader in education technology operating in more than 110 countries, Renaissance is committed to providing educators with insights and resources to accelerate growth and help all students build a strong foundation for success. We believe that technology can unlock a more effective learning experience, ensure that students get the personalized teaching they need to thrive, and help educators and administrators to truly, fully, See Every Student. Learn more at renaissance.com.

IXL’s comprehensive teaching and learning platform for math, language arts, science, and social studies is accelerating achievement in 95 of the top 100 U.S. school districts. Loved by teachers and backed by independent research from Johns Hopkins University, IXL can help you do the following and more:

• Simplify and streamline technology
• Save teachers’ time
• Reliably meet Tier 1 standards
• Improve student performance on state assessments

🚀 Ready to see why leading districts trust IXL for their educational needs? Visit IXL.com/BE today to learn more about how IXL can elevate your school or district.