AI-Enabled Labs: Opportunities and Risks

Critically evaluate the deployment of AI-powered autonomous laboratory systems across disciplines; identify governance structures, validation standards, reproducibility concerns, and risk controls; craft an auditable, responsible adoption blueprint for research institutions.