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…
Inside the race to optimize AI models beyond Nvidia’s GPUs
What Changed and Why It Matters AI is moving past a single-vendor narrative. The constraint isn’t just access to Nvidia GPUs anymore. It’s end-to-end efficiency across models, data, software, and…
AI data assistants tackle data quality debt to unlock ROI
What Changed and Why It Matters AI is forcing a reckoning with data quality. Years of neglected governance and inconsistent pipelines have compounded into "data debt" that now blocks AI…