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Editor's Pick · This WeekEducational Technology

Why a Normal Spec Isn't Enough When AI Builds the Thing

By Alex Gray  ·  12 min read

Why a normal PRD is not enough when AI builds the thing for you, and what that means for the AI policy sitting in your school's shared drive

Kerrie sent me a reel about couples and money, and GPT-5.6 had just launched with its new Work feature. So I set out to have AI build us a real app. The specs I would have written for a human engineer were not enough, and the gap between a document that reads well and one an AI cannot misread is the exact same gap sitting inside most school AI policies.

14 Jul 2026Build in Public

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72 / 100 · average for independent schools this term
Alex Gray
About the writer

Alex Gray

Head of Sixth Form & BSME Network Lead for AI in Education. Alex explores how artificial intelligence is reshaping teaching, learning, and the future of work — with honesty, clarity, and a focus on what matters most for educators and students.

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