
Your AI Transformation Has Too Many Handoffs
When implementation becomes abundant, the scarce capabilities are judgment, knowing what needs to happen, and owning the result. Why faster specialists are not the same thing as a shorter feedback loop.
Wherever the question comes up: technical meetups, build weekends, internal leadership sessions, conference stages. I bring the numbers, the failures and the parts that are still unresolved.

When implementation becomes abundant, the scarce capabilities are judgment, knowing what needs to happen, and owning the result. Why faster specialists are not the same thing as a shorter feedback loop.

Vienna AI Engineering — how I built an internal platform without being a developer, the overnight agent loop, and the bug that took ten failed fixes before a different model found it.