Building Physical AI infrastructure
for the hazardous world
Robots create the most societal value exactly where humans are hardest to train, scarcest, and most at risk.
~3M
Workers die from work each year
~4×
Fatality rate in mining & oil
$40T
Infrastructure gap by 2040
A biomass power plant we actively collect data from
Solutions
We collect, label and model unique human data from dangerous working environments
Hazardous data collection
Egocentric footage from data centers, pipelines, mines and oil & gas sites — captured by workers on shift with our head, chest and wrist rig.
Collection →Expert-in-the-loop annotation
De-identification, slice & label and 3D hand tracking, with licensed electricians, miners, riggers and pipefitters correcting a hazard-tuned VLM.
Annotation →Benchmark & simulation
Evaluation benchmarks partnerships with Columbia University, and reconstructed hazardous scenes robots can train in without a site permit
Benchmark →
Mining fields
Commercial & residential construction
Data center construction
Oil & gas