The threat of AI to white-collar jobs

Explore how AI threatens high-wage white-collar jobs, challenging talent and market dynamics in today's workforce landscape.
“My colleague Aki Ito wrote about how AI will ultimately harm the most talented people in white collar jobs, because it will make it harder for them justify sky-high wages.” —What History Says About AI’s Threat to Jobs and White-Collar Work
The agent-shaped org chart
Every real org has the same topology: principal, role-holder, specialists. Staff AI maps onto it, node for node, and the cost collapse shows up in the deliverables that were always just human-handoff overhead.
AI as staff, not software
Two frames for what AI is doing to work. The tool frame makes tools smarter. The staff frame makes roles unnecessary. Those aren't the same product, the same company, or the same industry.
Knowledge work was never work
Knowledge work was always coordination between humans who couldn't share state directly. The artifacts were never the work. They were the overhead — and AI just made the overhead optional.
The work of being available now
A book on AI, judgment, and staying human at work.
The practice of work in progress
Practical essays on how work actually gets done.
The worker isn't lying. The worker is reporting what it thought it did, which is always one step removed from what the world actually shows. The fix isn't more self-honesty. The fix is a different pair of eyes.
Shopping is the last mile
Every meal planning app treats cooking as the hard problem and shopping as a logistics detail. They have it backwards. Cooking is mostly solved. Shopping is the last mile.
Watch what they buy, not what they say
Forms ask people to declare preferences. Receipts record what they did. The gap between the two is where revealed preference lives, and it's wider than most product teams admit.
The impact of AI on white-collar jobs
Explore how AI transforms white-collar jobs, highlighting the balance between automation and the enduring value of skilled human work.
The entrepreneurial revolution facilitated by AI
Discover how AI is transforming entrepreneurship by empowering founders with personalized support, leading to a new era of innovation and opportunity.
Maximizing generative AI potential
Unlock the full potential of generative AI by customizing models tailored to your business needs, enhancing efficiency and security.