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The final decade of AI progress was constructed on textual content, however the frontier has shifted towards information from the bodily world. Video, LiDAR level clouds, sensor streams, and different high-dimensional information now drive techniques that understand, cause, and act in bodily area. This report, primarily based on a 2026 survey of greater than 700 professionals, paperwork how groups really construct bodily AI at this time. It finds that information issues trigger the vast majority of mannequin failures, and that curating information issues greater than chasing bigger architectures. Annotation stays pricey and wasteful, as a result of groups usually label every little thing after which discard a lot of it earlier than manufacturing. The findings present why information work, not information assortment, separates groups that ship from groups that stall.
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