Real machines are the most expensive way to train

New operators take months to become safe, and every hour of that on real equipment costs downtime, fuel, and risk. Some procedures cannot be rehearsed on the real machine at all, because the failure you are training for is the one you cannot afford to let happen. I build industrial simulators because that gap, between needing to practice and not being able to afford to, is real, expensive, and solvable.

I have spent ten years building simulators in Unreal Engine. This work spans heavy equipment, defense, datacenter operations, and technical education. Different industries, one problem each time: put the machine and the procedure in front of a person before the stakes are real.

Over time the work shifted from teaching procedures to assessing competence. The datacenter operations exam, where every result could be defended, is the clearest example of that direction. I work in industrial training because machines are expensive, dangerous, and hard to get time on. That is exactly where a faithful simulation earns its keep. Simvra is where that work continues under one name.