The "scaling trap" in Additive Manufacturing (AM) is a common phenomenon: as machine capacity increases, administrative overhead explodes. Suddenly, your high-tech production floor is buried under a low-tech mountain of paperwork, manual data entry, and "status check" emails. In a traditional manufacturing mindset, more output requires more people to manage it. In a modern, data-driven AM facility, the goal is different: scaling throughput while keeping your headcount flat. T