kapynResearch

Inside the Data Bottleneck Slowing Visual and Physical AI

A survey of 700+ professionals pinpoints data bottlenecks as the top barrier in visual and physical AI. Findings show most model failures trace back to data quality, not architecture, and data work dominates production timelines. It underscores that curation and evaluation infrastructure matter as much as model choice.

IEEE Spectrum·Aug 12, 2026

Opening Kapyn…