I write about and advise on ethical AI and decision-making across risk, continuity, and crisis contexts.

I’m interested in how AI systems shape decisions under pressure - not just through their technical outputs, but through how they’re interpreted, trusted, and acted upon in real-world settings.

My work focuses on visibility, accountability, and human judgment in practice, especially where time is short, information is incomplete, and the stakes are high.