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Insights

Thinking out loud.

Articles, frameworks, and honest conversations about AI transformation in education. From someone who builds, not just advises.

All Articles

Provocation9 minDec 2024

Why Are You Letting People Who Know Two-Fifths of Fuck All About AI Determine Your Future?

The people making your AI decisions have never built anything with AI. That should terrify you.

Practical8 minDec 2024

Your SaaS Renewal Is Coming Up. Before You Sign, Try Building It Yourself.

The worst case? Your team learns new skills and you write better requirements. The best case? You never sign that contract again.

Provocation10 minDec 2024

Your SaaS Strategy Is a Slow-Motion Surrender

If you're outsourcing capability to save risk, you're buying a ticket to irrelevance. A provocation for leaders who think 'buy, don't build' is the safe choice.

Case Study9 minDec 2024

I Built My Own Competitive Advantage in a Weekend. Then I Turned It Into a Business.

How frustration with generic software led to Guest Loop—and what it taught me about what SaaS should actually be.

Philosophy8 minDec 2024

AI That Empowers Humans: Our Manifesto

Why we believe the future of AI isn't about replacement, but amplification. A framework for building technology that makes humans better.

Strategy12 minDec 2024

Why Most AI Initiatives in Education Fail

After seeing dozens of AI pilots go nowhere, patterns emerge. Here's what goes wrong—and how to avoid the same mistakes.

Framework15 minNov 2024

The Intellectual Substrate: A New Model for AI Transformation

Introducing our framework for thinking about human-AI collaboration in education. You're not the AI—you're what AI builds upon.

Practical6 minNov 2024

5 Questions Every Education Leader Should Ask Before Buying AI

Before you sign that vendor contract, ask these questions. They'll save you time, money, and the embarrassment of a failed pilot.

Resources

Free frameworks & guides

Practical tools we've developed from years of working with education leaders. Download, use, share—no email required.

FrameworkPDF24 pages

AI Readiness Framework

Our complete framework for assessing organisational readiness for AI transformation in education.

WhitepaperPDF18 pages

The Intellectual Substrate Model

A new way of thinking about human-AI collaboration. Visual models and application guides.

ChecklistPDF8 pages

AI Vendor Evaluation Checklist

50 questions to ask before signing any AI vendor contract. Save time, money, and reputation.

GuidePDF12 pages

Building vs Buying AI: Decision Guide

When should you build custom AI solutions vs. buy off-the-shelf? A decision framework.

Coming Soon

State of AI in Australian Education 2025

Our inaugural annual report examining AI adoption, challenges, and opportunities across Australian universities, schools, and TAFEs. Based on interviews with 50+ education leaders and analysis of 100+ AI initiatives.

  • Adoption rates by sector and institution size
  • Common failure patterns and success factors
  • Emerging use cases and ROI data
  • Predictions for 2025 and beyond
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Annual Report

Q1 2025

Stay illuminated

Fortnightly insights on AI in education. No spam, no fluff—just the good stuff.