Dale changes his mind on air. For two years he argued that purpose-built educational AI tools — the "ChatGPT wrappers" that flooded Product Hunt after 2023 — were margin extraction, soon to be steamrolled by the foundation models underneath. A pile of new evidence has forced a rewrite. This episode walks through the OECD's Digital Education Outlook 2026, the Turkey maths randomised controlled trial showing raw GPT-4 users scored 17% worse on closed-book exams, the neuroscience work on cognitive offloading, the Australian Framework's procurement standard, and the UK's "progressive disclosure" mandate. The pedagogy layer isn't decoration. It's where learning either happens or doesn't.

[00:00] — A confession about wrappers

[02:30] — Flashback to 2023's wrapper panic

[05:04] — A billion-dollar pivot, explained

[07:52] — The Turkey maths study

[10:16] — Cognitive offloading on college essays

[11:04] — Revisiting the two sigma problem

[12:47] — What good guardrails actually do

[16:39] — Australia, UK, EU tighten rules

[19:51] — What educators should ask vendors

[23:16] — Field note worth trying

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