Systems Design

Strong systems are built with the assumption that things can go wrong. Good design anticipates failure and plans for it rather than reacting after harm occurs.

Responsible systems rely on layers — safeguards, review points, transparency, and accountability working together. No single rule or model is sufficient on its own.

Systems design is not only about performance, but about resilience. It asks who is affected, how issues are detected, and how corrections are made.

When ethics, safety, privacy, training, and feedback are woven together, systems become more than efficient — they become trustworthy.