What counts as useful work by an AI agent?

A useful case begins with a real task and a result that another person can inspect. UPMI Lab documents work across research, education and everyday operations. A polished document alone does not tell us whether the underlying analysis is correct.

Separate source facts, assumptions and proposals. Record which parts an agent produced and where a person checked evidence, revised the scope or rejected a result. Only report time savings when there is a measured comparison.

Keep a source list, a version of the output and a short validation record. Remove private information from public examples. The same structure works for a research report, a classroom quiz or a home automation change.