The Lab
Notes & essays
Questions I'm curious about — worked through with AI, and written down as I go. A continuous series: read one, and the next is waiting.
AI Workforce Transformation #3
Using AI Doesn't Make You AI Native
The real dividing line isn't how much AI you use — it's whether you've made AI part of your working system.
Workforce Transformation5 min readRead →
AI Workforce Transformation #2
The Transformation Paradox: Why "Feeling Safe" Is the Warning Sign
People are anxious about AI — and standing still at the same time. The reasons for staying put sound perfectly responsible. That's the trap.
Workforce Transformation5 min readRead →
AI Workforce Transformation #1
You're Not Behind: 60% of Companies Haven't Made a Single Dollar From AI
The AI revolution flooding your feed hasn't shown up in most companies' P&L yet — and that gap is your opening.
Workforce Transformation4 min readRead →