Building Better Video Datasets Blog Building Better Video Datasets High-quality robotics training data requires more than turning on a camera. It demands intentional capture…matchpoint@dminJanuary 8, 2026
Real Environments Expose Edge Cases Early Blog Real Environments Expose Edge Cases Early Lighting changes, partial occlusions, background motion, and environmental noise all influence how AI systems interpret…matchpoint@dminJanuary 8, 2026
Object Interaction Requires Context, Not Just Labels Blog Object Interaction Requires Context, Not Just Labels Object manipulation is another common failure point in robotics training. Knowing what an object is…matchpoint@dminJanuary 8, 2026
Human Movement Is Not Static Blog Human Movement Is Not Static Human motion is complex. Walking paths change. Posture shifts mid-task. Hands adjust grip without conscious…matchpoint@dminJanuary 8, 2026
Why Robotics Training Fails Without Real-World Video Data Blog Why Robotics Training Fails Without Real-World Video Data Robotics and autonomous systems often perform well in controlled environments but struggle once deployed in…matchpoint@dminJanuary 8, 2026