Independent researcher interested in AI forensics, evidentiary standards, and institutional decision-making under uncertainty.
My current work focuses on AI watermarking and the risks of treating statistical signals as proof of authorship, intent, or authenticity. I’m trying to connect technical limits, legal standards, and practical governance without pretending any one of those domains is simpler than it is. Humanity keeps insisting on institutions, so here we are.