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…
The Rise of AI CERTs: Building Incident Response for Models
What Changed and Why It Matters AI incidents are rising faster than organizations can respond. The gap isn’t just technical. It’s operational. “Incident response doesn't fail because of the attack.…
DeepSeek’s V4 reset the AI cost curve — a builder’s playbook
What Changed and Why It Matters DeepSeek just pushed AI prices to a new floor. Multiple reports point to dramatic cost cuts without an obvious performance collapse. Developers can now…