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 Changwon’s Physical AI Bet With Korea’s Industrial Giants
What Changed and Why It Matters South Korea is shifting from software-first AI to machines that act. The country calls it “physical AI.” Changwon, its factory capital, is becoming the…
Inside the $100 AI workforce powering a delivery startup
What Changed and Why It Matters A Portland founder is running a delivery startup with a $100‑a‑month AI workforce. That headline isn’t about the future. It’s happening now. Dozens of…