AI and the future of work

Writing, building, and helping people make sense of AI at work.

I build products, write about where AI is headed, and coach people through the shift in their careers.

See my experience See what I've built

The Chapters

The chapters that shaped how I think

How I got here

Careers, AI and hiring — I've worked inside all three.

Building products, scaling teams, and working with global enterprises at LinkedIn on AI adoption have all shaped how I see work — and where AI actually changes it.

01
Inside LinkedIn
An inside view of today's talent market
Working at LinkedIn gave me first-hand insight into how organisations define skills, assess candidates, and make hiring decisions. It shaped how I understand what employers prioritise when they choose, promote, and invest in people.
02
A clear read on AI
Deep AI understanding
I studied AI over a decade ago and began my career working on early enterprise AI systems. That experience gives me a grounded view of what AI actually changes in work, and what is just noise.
03
How hiring works
Experience from the hiring side
I've reviewed hundreds of CVs and interviewed candidates across growing businesses. That experience has shown me how people are assessed, where strong candidates often fall short, and what makes someone's value clear.

What I do

A few different ways in

Building, operating and coaching all draw on the same thing — a close, hands-on view of how AI is changing work.

Build

Products

I design and ship real apps — from Nexus Life to MetroMile — because building is how I stay close to how software (and AI) actually works.

See what I've built

Operate

Companies

I've scaled an edtech company from 4 to 70 and led ops through Series A and B growth at another — plus a stint at LinkedIn working with global enterprises on AI adoption and workforce transformation.

See my experience

Coach