QC failures as diagnostics and return to service: Westgard patterns, proof and records

Turn a QC failure into an engineering hypothesis using the rule that fired and the pattern across tests, levels and time, design a small experiment that confirms it, and return the analyser to service with a clear record of what the engineer proved and what the laboratory must decide.