Thinking on AI, operations,
and what the transition demands.

Free Newsletter On AI, systems, and the post-labor transition.

Most people separate thinking from building. I don't. This is where I work through the argument — what the AI transition actually requires of operators, how agentic systems change the economics of labor, and where the received wisdom breaks down. Applied analysis and longer theoretical pieces, in the same place. Subscribe via RSS →

Still thinking about it?

Every month without a system
is a month of manual labor.

The window to build a durable automation advantage is open — but not indefinitely. The operators moving now will be 12 months ahead of the ones who wait.