The Impact of AI on Jobs

“The most at-risk industries are “administrative support” estimated at 46% and “legal” estimated at 44%. The least at-risk roles will be within manual labor and hands-on jobs. The timeline of these estimates is unclear, but potentially within ten years.”—Artificial Intelligence Series 2 Of 5: AI’s Influence On The Workforce
Featured writing
Why customer tools are organized wrong
This article reveals a fundamental flaw in how customer support tools are designed—organizing by interaction type instead of by customer—and explains why this fragmentation wastes time and obscures the full picture you need to help users effectively.
Infrastructure shapes thought
The tools you build determine what kinds of thinking become possible. On infrastructure, friction, and building deliberately for thought rather than just throughput.
Server-Side Dashboard Architecture: Why Moving Data Fetching Off the Browser Changes Everything
How choosing server-side rendering solved security, CORS, and credential management problems I didn't know I had.
Books
The Work of Being (in progress)
A book on AI, judgment, and staying human at work.
The Practice of Work (in progress)
Practical essays on how work actually gets done.
Recent writing
We always panic about new tools (and we're always wrong)
Every time a new tool emerges for making or manipulating symbols, we panic. The pattern is so consistent it's almost embarrassing. Here's what happened each time.
Dev reflection - February 03, 2026
I've been thinking about constraints today. Not the kind that block you—the kind that clarify. There's a difference, and most people miss it.
When execution becomes cheap, ideas become expensive
This article reveals a fundamental shift in how organizations operate: as AI makes execution nearly instantaneous, the bottleneck has moved from implementation to decision-making. Understanding this transition is critical for anyone leading teams or making strategic choices in an AI-enabled world.
Notes and related thinking
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 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.
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.