Extra Info
The final decade of AI progress was constructed on textual content, however the frontier has shifted towards knowledge from the bodily world. Video, LiDAR level clouds, sensor streams, and different high-dimensional knowledge now drive programs that understand, purpose, and act in bodily house. This report, based mostly on a 2026 survey of greater than 700 professionals, paperwork how groups truly construct bodily AI right now. It finds that knowledge issues trigger nearly all of mannequin failures, and that curating knowledge issues greater than chasing bigger architectures. Annotation stays pricey and wasteful, as a result of groups typically label every thing after which discard a lot of it earlier than manufacturing. The findings present why knowledge work, not knowledge assortment, separates groups that ship from groups that stall.
