A computer-implemented architecture for managing experiments conducted during continuing operation of industrial and other operational systems. Runtime events are assessed for their effect on experimental validity as distinct from operational safety or correctness. The system may modify experiments, qualify or re-qualify evidence, and control whether experimental results remain eligible for adoption into ordinary operation.