Developer Ashutosh Singhal has introduced Plumbline, a verification layer designed to improve computer vision reliability in sports broadcasting by applying deterministic physics constraints to object detection. The system uses kinematic, optical-flow, and geometric gates to filter out false positives, such as misidentified objects, that standard neural network detectors may incorrectly flag.