As labs expand, validation often breaks under its own weight. This article shows how shifting from task execution to system design enables scale without burnout or delays
As federal oversight shifts across multiple regulated sectors, lab managers must rely on internal governance and judgment to maintain safety, quality, and scientific integrity
When instruments speak different data languages, insights stall. Ontologies provide the shared structure labs need to standardize data and scale automation