Who’s in Charge?
The risk is not rogue agents. It is human drift in the presence of fluent authority. Build flows that force choice, preserve values, and keep the human in control.
The risk is not rogue agents. It is human drift in the presence of fluent authority. Build flows that force choice, preserve values, and keep the human in control.
You wouldn't hand a new intern the keys to your office, without explicit intent, boundaries and controls. Why do it with AI?
Precise language prevents sloppy engineering. We project agency onto fluent bots, creating a security risk. Real intelligence requires stakes - a loop with reality LLMs lack. Solve this with architecture: explicit intent and proof.
"Rework Tax" explains why AI makes us feel faster while work takes longer. Why optimising nodes breaks the network - and how Shared State restores the physics of production.
A personal reflection, passing the ten-year mark of being deeply inside the problem, building the solution.
We’ve moved past the "wow" phase of AI. Now we have the data on how work is actually changing. A recent survey of PMs, engineers, and founders reveals a fascinating divergence.