30 seeded lab instruments across a regulated bio/chem lab — pipettes, analytical balances, thermocyclers, autoclaves, spectrophotometers, pH meters. Each carries its calibration interval, last cert, drift history, and due date. Out-of-tolerance results trigger an immediate quarantine flag.