Automation where it is reliable. Human judgment where it matters.
What the model knows, what it is allowed to decide, what it produces, how its output is checked and when a human takes control.
03 / Intelligent systems
AI Engineering
I design AI-assisted systems where the machine's job, inputs, outputs, limits and human approvals are explicitly defined.