The Capability Edge

Insights on building AI capability, not buying training.

Evidence-first writing on the organisational altitude: the six moves that separate value from pilots, the research behind them, and what to do about it this week. New editions weekly.

Article13 July 2026

AI Made The Job Bigger

Everyone expected AI to shrink work. Inside real companies the job is getting bigger, because nobody redesigned the role the tool landed in.

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Edition13 July 2026

We are all a little hooked on the model

Since Claude Fable 5 was approved for use again, I have been building roughly five times more than I did before. Anthropic keeps extending my access in small steps, a few days here, a week there, and today the window was

Edition6 July 2026

Keeping your experts is not enough

A study in The Lancet Gastroenterology & Hepatology followed experienced endoscopists, people with two thousand procedures or more behind them, after their clinics brought in AI detection tools. Within a few months, thei

Edition29 June 2026

NGOs have the most to gain from AI, and the most to lose

I spent a good part of last week in a room with several NGOs, brought in to teach them AI. We got to the tools. But the question that kept surfacing was not how to write a better prompt. It was simpler and harder than th

Edition22 June 2026

We are automating the apprenticeship

A Harvard study came out recently that I think deserves a lot more attention than it got. In firms that started using AI, the hiring of junior people fell by 7.7% over six quarters, while senior hiring kept rising. Nobod

Edition15 June 2026

The scarce skill isn't prompting

The OECD spent years studying AI and skills and published the summary on 5 June. Fewer than 1% of workers need advanced AI skills. Not ten percent. Less than one. I have read that line about thirty times, because almost

Edition8 June 2026

The value leaks at the top

Forty-two percent of people using AI at work now save at least a full day a week. Two-thirds of them are never told what to do with that time. The second number is the real story of the past seven days.