The Proof Economy

Across my career, from medicine and life sciences into structural biology, higher education and later semiconductor verification, I have kept meeting the same fundamental challenge in different forms. How do we know something is true? Scientists speak of reproducibility. Physicians of evidence. Educators of understanding. Engineers of verification. Beneath the terminology lies a common objective: establishing confidence before action. Why this question matters now As a founder, I use AI daily. I