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Ideas that shape our work

What we believe about AI, how companies change, and what it takes to build capability that compounds. From the team at Substantial.

Points of ViewApr 2026 · 18 min read

Intelligence Debt and Paying the Costs Up Front

Why the companies that win with AI will be the ones willing to do the work — not the ones that move fastest.

Points of ViewApr 2026 · 12 min read

The Criticality Shift, Part 2: What It Means for Developers

The economics of producing software just changed. What that means for developers, their processes, their identities, and what it means to be good at the job.

Points of ViewApr 2026 · 10 min read

A Tale of Two AI Worlds

On the strange isolation of seeing what's coming — and why no one outside seems to notice.

Points of ViewMar 2026 · 8 min read

The Criticality Shift, Part 1: How AI Is Remaking the Software Landscape

Software exists on a spectrum of criticality. AI just broke the economics that kept most of it in the middle. Here's what happens next.

The Canon

The readings that shaped how we think.

Essential context for anyone building AI into how companies operate.

Leopold Aschenbrenner

Situational Awareness

The most comprehensive analysis of where AI capability is heading and why it matters. Essential context for anyone making long-term investment decisions.

Benedict Evans

AI Eats the World

Evans does this twice a year and it's always the single best macro snapshot of where tech actually is — not where Twitter thinks it is. Ninety slides, no hype, just clarity.

Rich Sutton

The Bitter Lesson

The foundational argument that general methods leveraging computation always win. Shapes how we think about building systems that compound.

Marc Andreessen

Why Software Is Eating the World

The essay that named the era. Replace 'software' with 'intelligence' and you have the thesis for the next decade.

Marc Andreessen

It's Time to Build

The problem isn't technology — it's will. A call to ambition that hits different every time you re-read it.

Carlota Perez

Technological Revolutions and Techno-Economic Paradigms

Every major technology wave follows the same pattern: installation, bubble, crash, then deployment. Understanding where you are in the cycle changes what you do next.

Ben Thompson

Aggregation Theory

The single most useful framework for understanding how the internet rewired who captures value. If you only read one thing about platform economics, this is it.

Ben Thompson

Best

When technology commoditises 'good enough,' the premium for being genuinely best goes up, not down. Short, sharp, and it reframes how you think about quality as strategy.

Peter Thiel

Competition Is for Losers

The goal isn't to compete better — it's to build something so different that competition becomes irrelevant. Provocative and worth arguing with.

Hamilton Helmer

7 Powers: The Foundations of Business Strategy

The most rigorous answer to 'what actually makes a business durably valuable?' Seven sources of strategic power — and only seven. If your strategy doesn't map to at least one, you don't have a strategy.

Clayton Christensen & Joseph Bower

Disruptive Technologies: Catching the Wave

The original HBR article that introduced disruption theory — before the word got diluted by a thousand pitch decks. Still the clearest explanation of why good companies get blindsided.

Joel Spolsky

Strategy Letter V

The best explanation of commoditising your complement: make the thing next to you free so your thing becomes more valuable. Google did it. Amazon did it. Once you see it, you see it everywhere.

Chris Dixon

The Next Big Thing Will Start Out Looking Like a Toy

A short, punchy riff on Christensen that's easier to hand someone than the whole book. If serious people are laughing at something new, pay attention — that's often the signal, not the noise.

Paul Graham

Do Things That Don't Scale

The most counterintuitive and most important advice for anyone building something new. Your instinct is to automate and systematise. Graham says: not yet.

Jim Collins

The Flywheel Effect

Great companies don't transform through one dramatic leap. They push a heavy flywheel, turn by turn, until momentum becomes unstoppable. The concept that launched a thousand Amazon strategy memos.

Kevin Kelly

1,000 True Fans

You don't need millions of customers. You need a thousand people who genuinely care. More true now with AI-enabled small teams than when it was written.

Eugene Yan et al.

What We Learned from a Year of Building with LLMs

Practical, hard-won lessons from production LLM systems. The closest thing to a field manual for what we do every day.