From shop floor to model weights: turning skills into robot data
What Changed and Why It Matters Robotics has a training data problem. Most models still break in the wild. As Toloka puts it: "Robotics models fail when training data doesn’t…
Dell chases ground truth by buying the annotation factory
What Changed and Why It Matters Enterprises learned the hard way: model choice matters, but data quality decides outcomes. The hidden bottleneck is ground truth—how you clean, label, and govern…
Inside Dell’s Bid for Dataloop: Annotation as the Enterprise AI Moat
What Changed and Why It Matters Dell is in talks to acquire Dataloop, an AI data-infrastructure and annotation platform. The move signals a shift: infrastructure vendors are moving up the…