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Thinking out loud.

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

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Thumbnail for The Grace Period Is Over: What Higher Education Must Actually Do About AI in 2026
Strategy16 min read

The Grace Period Is Over: What Higher Education Must Actually Do About AI in 2026

Nick McIntosh's diagnosis is clear: higher education's AI gap is undeniable. But diagnosis isn't treatment. After 20+ years in education technology, here's what institutions must do this quarter, not this decade.

8 January 2026

Thumbnail for What Aviation Learnt (That Your AI Strategy Hasn't)
Strategy14 min read

What Aviation Learnt (That Your AI Strategy Hasn't)

In 1935, a plane crash killed two pilots because the aircraft was 'too complicated for one person to fly.' The solution wasn't to make planes simpler. It was to build systems that made complexity manageable. AI is at the same inflection point.

7 January 2026

Thumbnail for The Budget You Already Have (You Just Don't Know It Yet)
Strategy12 min read

The Budget You Already Have (You Just Don't Know It Yet)

What if I told you there's tens of thousands of dollars hiding in your Azure bill? And what if that money could fund your transformation instead of disappearing back to Finance?

7 January 2026

Thumbnail for Air Cover: The Leadership Skill Nobody Teaches
Leadership12 min read

Air Cover: The Leadership Skill Nobody Teaches

Your job as a leader isn't to manage your team. It's to protect them from the organisation.

6 January 2026

Thumbnail for The Carrot, Not the Stick: How to Build Capability and Bring Everyone Along for the Journey
Leadership18 min read

The Carrot, Not the Stick: How to Build Capability and Bring Everyone Along for the Journey

Fear gets attention. Hope gets action. Here's how to transform your organisation without leaving anyone behind.

6 January 2026

Thumbnail for The Consultant Has Been Here Three Years
Strategy11 min read

The Consultant Has Been Here Three Years

At what point do we admit this isn't a project—it's a dependency?

6 January 2026

Thumbnail for When Did "We Can Build That" Become a Radical Idea?
Culture11 min read

When Did "We Can Build That" Become a Radical Idea?

Ten years ago, someone would propose building something and the room would discuss how. Now the room laughs.

6 January 2026

thumbnail for The $2 Million Platform Nobody Uses
Strategy12 min read

The $2 Million Platform Nobody Uses

Every enterprise has one. Usually more than one. How did this happen?

6 January 2026

Thumbnail for Your Best Developers Are Updating Their LinkedIn Profiles
Leadership10 min read

Your Best Developers Are Updating Their LinkedIn Profiles

They're not telling you why in exit interviews. They're telling each other on Slack.

5 January 2026

Thumbnail for The Meeting Where Ideas Go to Die
Leadership9 min read

The Meeting Where Ideas Go to Die

Every organisation has them. The rooms where good ideas enter and never leave.

5 January 2026

Thumbnail for Stop Renting Software You Could Own
Strategy10 min read

Stop Renting Software You Could Own

Why your Capex/Opex framework is costing you a fortune in the AI era.

4 January 2026

Comic-style illustration on golden yellow background featuring a bald man with stubble in a black t-shirt, pointing upward with an enthusiastic expression. Above his head is a "skill tree" graphic with gears, circuits, and a globe. Bold black text reads "THE END OF 'TECHNICAL' VS 'NON-TECHNICAL'" with subtitle "Why every knowledge worker needs a new skill tree for the AI era." A brain icon labeled "AI ERA" appears at bottom left.
Skills & Capability9 min read

The End of 'Technical' vs 'Non-Technical'

Why every knowledge worker needs a new skill tree for the AI era.

4 January 2026

Thumbnail for The Real Skill These Teens Learnt Wasn't Coding
Education8 min read

The Real Skill These Teens Learnt Wasn't Coding

How AI tools accidentally teach the meta-skills that schools have struggled to develop for decades.

31 December 2025

Thumbnail for A 13-Year-Old Can Now Build What Your IT Department Quotes 6 Months For
Building8 min read

A 13-Year-Old Can Now Build What Your IT Department Quotes 6 Months For

The uncomfortable implications of democratised development for enterprise technology organisations.

31 December 2025

Thumbnail for Vibe Coding Is a Terrible Name for Something Revolutionary
Building7 min read

Vibe Coding Is a Terrible Name for Something Revolutionary

Why underselling the biggest democratisation of technical capability since spreadsheets is a strategic mistake.

31 December 2025

Thumbnail for the Vibe Coding Spectrum: When to Close Your Eyes and When to Look
Building11 min read

The Vibe Coding Spectrum: When to Close Your Eyes and When to Look

The CEO of a $29 billion AI coding company just warned that vibe coding builds 'shaky foundations.' He's right. But that doesn't mean you should stop.

25 December 2024

Thumbnail for Meta's PMs Are Building Apps Without Engineers. What's Your Excuse?
Building10 min read

Meta's PMs Are Building Apps Without Engineers. What's Your Excuse?

Product managers at one of the world's largest tech companies are shipping prototypes directly to Zuckerberg. Meanwhile, your organisation is still writing requirements documents.

20 December 2024

Thumbnail for Your Innovation Lab Is Theatre. Here's What Actually Works.
Innovation11 min read

Your Innovation Lab Is Theatre. Here's What Actually Works.

The beanbags, the whiteboards, the 'fail fast' posters. None of it matters if nothing ships.

20 December 2024

Thumbnail for The FlightX Playbook: How to Build Your Own Disruption Team
Education12 min read

The FlightX Playbook: How to Build Your Own Disruption Team

A practical guide for universities and edtech companies that want to out-experiment their way to relevance.

20 December 2024

Thumbnail for Stop. Start. Keep.
Teams8 min read

Stop. Start. Keep.

A framework for teams that want to build capability instead of buying dependency.

20 December 2024

Thumbnail for Why Australian Universities Need a Head of Failure
Education10 min read

Why Australian Universities Need a Head of Failure

The sector faces an existential threat. The response so far? Committees, principles, and caution. It's not enough.

17 December 2024

The Vendor is NOT your Friend - Thumbnail Image
Strategy11 min read

The Vendor Is Not Your Friend

They're not evil. They're just not aligned with your success. Understanding the difference could save your organisation.

17 December 2024

Cartoon Thumbnail for Strategic Imagination: The Skill That Separates Builders from Bystanders
Innovation10 min read

Strategic Imagination: The Skill That Separates Builders from Bystanders

In an era of AI disruption, the ability to envision and act on alternative futures isn't optional. It's survival.

17 December 2024

Thumbnail for The "We're Waiting for AI to Mature" Trap
Strategy10 min read

The "We're Waiting for AI to Mature" Trap

The most expensive words in technology right now. Why waiting for AI to mature is costing you more than early adoption ever could.

17 December 2024

Thumbnail for The Biggest Cost Is the Decision You Haven't Made Yet
Leadership9 min read

The Biggest Cost Is the Decision You Haven't Made Yet

In a world moving at AI speed, indecision isn't caution. It's suicide. Why decision speed matters more than decision quality.

16 December 2024

Thumbnail for The Consultant Industrial Complex
Advisory12 min read

The Consultant Industrial Complex

They need you to stay broken. That's the business model. Why the consulting industry optimises for dependency instead of solutions.

16 December 2024

Thumbnail for Your IT Department Is a Procurement Office
IT Strategy11 min read

Your IT Department Is a Procurement Office

When all you do is buy and integrate, you've stopped being a technology function. How IT departments became procurement offices, and what to do about it.

16 December 2024

Thumbnail for Capability Over Dependency: A Manifesto
Manifesto10 min read

Capability Over Dependency: A Manifesto

The organisations that thrive will be the ones that can solve their own problems. Everyone else will be at the mercy of those who can.

9 December 2024

Thumbnail for Building Isn't Coding. It's Thinking in Systems.
Capability9 min read

Building Isn't Coding. It's Thinking in Systems.

The skill that matters isn't writing code. It's understanding how things connect.

10 December 2024

Thumbnail for AI Should Make Learning Harder, Not Easier
Learning Science10 min read

AI Should Make Learning Harder, Not Easier

The entire EdTech industry has it backwards. Friction isn't the enemy of learning, it's the point.

8 December 2024

Thumbnail for Universities Won't Be Replaced by AI. They'll Become Its Foundation. (Or They'll Disappear.)
Higher Education11 min read

Universities Won't Be Replaced by AI. They'll Become Its Foundation. (Or They'll Disappear.)

The choice isn't whether to change. It's whether to lead or be bypassed entirely.

7 December 2024

Thumbnail for Your Competition Is a Two-Person Team You've Never Heard Of
Provocation10 min read

Your Competition Is a Two-Person Team You've Never Heard Of

While you're watching incumbents, someone in a spare bedroom is building the thing that makes you irrelevant.

11 December 2024

Thumbnail for Why Are You Letting People Who Know Two-Fifths of F*%k All About AI Determine Your Future?
Provocation9 min read

Why Are You Letting People Who Know Two-Fifths of F*%k All About AI Determine Your Future?

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

13 December 2024

Thumbnail for Your SaaS Renewal Is Coming Up. Before You Sign, Try Building It Yourself.
Practical8 min read

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.

12 December 2024

Thumbnail for Your SaaS Strategy Is a Slow-Motion Surrender
Provocation10 min read

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.

6 December 2024

Thumbnail for The New Risk Equation
Strategy10 min read

The New Risk Equation

The 'safe' choice isn't safe anymore. Staying dependent is now the biggest risk you can take.

5 December 2024

Thumbnail for Why Would Anyone Pay $50K for a Lecture When Claude Is Free?
Higher Education10 min read

Why Would Anyone Pay $50K for a Lecture When Claude Is Free?

The question every university should be terrified to answer. A reckoning is coming for higher education.

3 December 2024

Thumbnail for Your Software Isn't a Competitive Advantage. It's a Stalemate.
Provocation11 min read

Your Software Isn't a Competitive Advantage. It's a Stalemate.

When everyone uses the same tools, nobody wins. That's by design. A provocation about SaaS economics and real differentiation.

2 December 2024

Thumbnail for Vibe Coding Will Get Someone Killed
AI Safety10 min read

Vibe Coding Will Get Someone Killed

49 researchers just published a warning. The industry isn't listening. A critical look at AI-generated code and professional responsibility.

1 December 2024

Thumbnail for AI Made Coding Easy. That's Not the Hard Part Anymore.
Skills9 min read

AI Made Coding Easy. That's Not the Hard Part Anymore.

The skills that made you valuable last year might be the wrong skills entirely. Understanding the shift from implementation to thinking.

30 November 2024

Thumbnail for The Dangerous Myth of the AI Sous-Chef
Accountability10 min read

The Dangerous Myth of the AI Sous-Chef

The metaphor is comforting. The reality is terrifying. Why the popular AI sous-chef analogy masks abdication of responsibility.

29 November 2024

Thumbail for Stop Hiring Coders. Start Hiring Thinkers.
Hiring10 min read

Stop Hiring Coders. Start Hiring Thinkers.

Your job descriptions are optimised for a world that no longer exists. The skills inversion and what to hire for now.

28 November 2024

Thumbnail for The CrowdStrike Lesson: What Happens When System 1 Runs Wild
Case Study11 min read

The CrowdStrike Lesson: What Happens When System 1 Runs Wild

July 19, 2024. A single update. 8.5 million machines. $5.4 billion in damages. And a preview of what's coming with AI.

27 November 2024

All Articles

Strategy16 min8 January 2026

The Grace Period Is Over: What Higher Education Must Actually Do About AI in 2026

Nick McIntosh's diagnosis is clear: higher education's AI gap is undeniable. But diagnosis isn't treatment. After 20+ years in education technology, here's what institutions must do this quarter, not this decade.

Strategy14 min7 January 2026

What Aviation Learnt (That Your AI Strategy Hasn't)

In 1935, a plane crash killed two pilots because the aircraft was 'too complicated for one person to fly.' The solution wasn't to make planes simpler. It was to build systems that made complexity manageable. AI is at the same inflection point.

Strategy12 min7 January 2026

The Budget You Already Have (You Just Don't Know It Yet)

What if I told you there's tens of thousands of dollars hiding in your Azure bill? And what if that money could fund your transformation instead of disappearing back to Finance?

Leadership12 min6 January 2026

Air Cover: The Leadership Skill Nobody Teaches

Your job as a leader isn't to manage your team. It's to protect them from the organisation.

Leadership18 min6 January 2026

The Carrot, Not the Stick: How to Build Capability and Bring Everyone Along for the Journey

Fear gets attention. Hope gets action. Here's how to transform your organisation without leaving anyone behind.

Strategy11 min6 January 2026

The Consultant Has Been Here Three Years

At what point do we admit this isn't a project—it's a dependency?

Culture11 min6 January 2026

When Did "We Can Build That" Become a Radical Idea?

Ten years ago, someone would propose building something and the room would discuss how. Now the room laughs.

Strategy12 min6 January 2026

The $2 Million Platform Nobody Uses

Every enterprise has one. Usually more than one. How did this happen?

Leadership10 min5 January 2026

Your Best Developers Are Updating Their LinkedIn Profiles

They're not telling you why in exit interviews. They're telling each other on Slack.

Leadership9 min5 January 2026

The Meeting Where Ideas Go to Die

Every organisation has them. The rooms where good ideas enter and never leave.

Strategy10 min4 January 2026

Stop Renting Software You Could Own

Why your Capex/Opex framework is costing you a fortune in the AI era.

Skills & Capability9 min4 January 2026

The End of 'Technical' vs 'Non-Technical'

Why every knowledge worker needs a new skill tree for the AI era.

Education8 min31 December 2025

The Real Skill These Teens Learnt Wasn't Coding

How AI tools accidentally teach the meta-skills that schools have struggled to develop for decades.

Building8 min31 December 2025

A 13-Year-Old Can Now Build What Your IT Department Quotes 6 Months For

The uncomfortable implications of democratised development for enterprise technology organisations.

Building7 min31 December 2025

Vibe Coding Is a Terrible Name for Something Revolutionary

Why underselling the biggest democratisation of technical capability since spreadsheets is a strategic mistake.

Building11 min25 December 2024

The Vibe Coding Spectrum: When to Close Your Eyes and When to Look

The CEO of a $29 billion AI coding company just warned that vibe coding builds 'shaky foundations.' He's right. But that doesn't mean you should stop.

Building10 min20 December 2024

Meta's PMs Are Building Apps Without Engineers. What's Your Excuse?

Product managers at one of the world's largest tech companies are shipping prototypes directly to Zuckerberg. Meanwhile, your organisation is still writing requirements documents.

Innovation11 min20 December 2024

Your Innovation Lab Is Theatre. Here's What Actually Works.

The beanbags, the whiteboards, the 'fail fast' posters. None of it matters if nothing ships.

Education12 min20 December 2024

The FlightX Playbook: How to Build Your Own Disruption Team

A practical guide for universities and edtech companies that want to out-experiment their way to relevance.

Teams8 min20 December 2024

Stop. Start. Keep.

A framework for teams that want to build capability instead of buying dependency.

Education10 min17 December 2024

Why Australian Universities Need a Head of Failure

The sector faces an existential threat. The response so far? Committees, principles, and caution. It's not enough.

Strategy11 min17 December 2024

The Vendor Is Not Your Friend

They're not evil. They're just not aligned with your success. Understanding the difference could save your organisation.

Innovation10 min17 December 2024

Strategic Imagination: The Skill That Separates Builders from Bystanders

In an era of AI disruption, the ability to envision and act on alternative futures isn't optional. It's survival.

Strategy10 min17 December 2024

The "We're Waiting for AI to Mature" Trap

The most expensive words in technology right now. Why waiting for AI to mature is costing you more than early adoption ever could.

Leadership9 min16 December 2024

The Biggest Cost Is the Decision You Haven't Made Yet

In a world moving at AI speed, indecision isn't caution. It's suicide. Why decision speed matters more than decision quality.

Advisory12 min16 December 2024

The Consultant Industrial Complex

They need you to stay broken. That's the business model. Why the consulting industry optimises for dependency instead of solutions.

IT Strategy11 min16 December 2024

Your IT Department Is a Procurement Office

When all you do is buy and integrate, you've stopped being a technology function. How IT departments became procurement offices, and what to do about it.

Manifesto10 min9 December 2024

Capability Over Dependency: A Manifesto

The organisations that thrive will be the ones that can solve their own problems. Everyone else will be at the mercy of those who can.

Capability9 min10 December 2024

Building Isn't Coding. It's Thinking in Systems.

The skill that matters isn't writing code. It's understanding how things connect.

Learning Science10 min8 December 2024

AI Should Make Learning Harder, Not Easier

The entire EdTech industry has it backwards. Friction isn't the enemy of learning, it's the point.

Higher Education11 min7 December 2024

Universities Won't Be Replaced by AI. They'll Become Its Foundation. (Or They'll Disappear.)

The choice isn't whether to change. It's whether to lead or be bypassed entirely.

Provocation10 min11 December 2024

Your Competition Is a Two-Person Team You've Never Heard Of

While you're watching incumbents, someone in a spare bedroom is building the thing that makes you irrelevant.

Provocation9 min13 December 2024

Why Are You Letting People Who Know Two-Fifths of F*%k All About AI Determine Your Future?

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

Practical8 min12 December 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 min6 December 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.

Strategy10 min5 December 2024

The New Risk Equation

The 'safe' choice isn't safe anymore. Staying dependent is now the biggest risk you can take.

Case Study9 min4 December 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.

Higher Education10 min3 December 2024

Why Would Anyone Pay $50K for a Lecture When Claude Is Free?

The question every university should be terrified to answer. A reckoning is coming for higher education.

Provocation11 min2 December 2024

Your Software Isn't a Competitive Advantage. It's a Stalemate.

When everyone uses the same tools, nobody wins. That's by design. A provocation about SaaS economics and real differentiation.

AI Safety10 min1 December 2024

Vibe Coding Will Get Someone Killed

49 researchers just published a warning. The industry isn't listening. A critical look at AI-generated code and professional responsibility.

Skills9 min30 November 2024

AI Made Coding Easy. That's Not the Hard Part Anymore.

The skills that made you valuable last year might be the wrong skills entirely. Understanding the shift from implementation to thinking.

Accountability10 min29 November 2024

The Dangerous Myth of the AI Sous-Chef

The metaphor is comforting. The reality is terrifying. Why the popular AI sous-chef analogy masks abdication of responsibility.

Hiring10 min28 November 2024

Stop Hiring Coders. Start Hiring Thinkers.

Your job descriptions are optimised for a world that no longer exists. The skills inversion and what to hire for now.

Case Study11 min27 November 2024

The CrowdStrike Lesson: What Happens When System 1 Runs Wild

July 19, 2024. A single update. 8.5 million machines. $5.4 billion in damages. And a preview of what's coming with AI.

Case Study8 min26 November 2024

Why I'm Building Ink Wise: The Problem No One Wants to Admit

Contracts are where risk lives, and no one actually reads them. Here's why that's a bigger problem than you think.

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