Craft & Tooling

In my work I rely on automated tests, code review and diagnostic tools that help trace how data flows. I use TDD where it pays off; I don’t treat any single approach as the answer to every project. Technologies are tools I choose for the task at hand. I also use AI for implementation, testing and configuration. It is part of my toolkit, not a substitute for understanding the system and how it works.