matchpoint@dmin

High-quality robotics training data requires more than turning on a camera. It demands intentional capture…

Lighting changes, partial occlusions, background motion, and environmental noise all influence how AI systems interpret…

Object manipulation is another common failure point in robotics training. Knowing what an object is…

Human motion is complex. Walking paths change. Posture shifts mid-task. Hands adjust grip without conscious…

Robotics and autonomous systems often perform well in controlled environments but struggle once deployed in…