I've spent my career in industries where software mistakes hurt people — government cybersecurity at MITRE, drug manufacturing at Amgen, now product leadership in medical device software. The question that connects them: how do you adopt powerful new tools when a regulator, auditor, or court will eventually ask you to show your work? My current answer involves AI agents designed for scrutiny — evals, guardrails, human-in-the-loop. Outside of work I climb, sail, and spend time with family.