Build, ship, monitor, and improve production software across at least three stack layers using AI-driven engineering workflows. Define acceptance criteria, verify AI-generated code, create testing and evaluation harnesses, maintain agentic tooling, monitor systems, resolve incidents, and make architecture decisions. Apply security, privacy, and clinical safety standards in a regulated e-health environment while collaborating with product, design, and engineering teammates.