Clarity at the point of decision.
I work on the part of AI systems that fails quietly: the moment when AI commits to action.
My focus is not whether an AI system works, but on whether it can be explained, challenged, stopped, and defended by the right people at the right time. This means designing clear decision boundaries, human-in-the-loop controls, and traceability into AI systems before they scale, not after they break.
I help organizations move from “the model said so” to decisions leaders can stand behind, under scrutiny, pressure, and real-world consequences.
Automation changes who decides, not who’s accountable.
Automation doesn’t remove responsibility, it concentrates it.