A technology company holds one of the most distinctive egocentric video corpora in the world: real-world, first-person footage of human assistance, rich with implicit task context. Physical AI labs want exactly this kind of data. But the corpus was monetized as raw licensed footage, and raw footage is hard to sell. Prospective partners could not browse it, search it, or evaluate what they were buying.
Category: Physical AI
Synthetic training data for autonomous outdoor operations
An autonomous machinery company needed training data it could not collect. Its machines navigate unstructured outdoor environments, and the hardest scenarios are the rarest ones. Unusual obstacles. Bad light. Weather that does not show up on schedule. Physical capture is expensive, slow, and impossible to control. Every edge case demands real-world conditions the team cannot reliably reproduce.