Research, planning, design, development, testing, content, automation and data analysis are inspectable parts of real work.
Every handoff returns to a shared objective and a checkable artifact; a task card or screenshot alone is not completion proof.
AI is useful only when it improves a real result. Responsibility for publication, risk and unresolved evidence remains human.