Humanoid Bimanual Teleoperation
Continuous trajectory logging for ALOHA / GELLO leader-follower arms with force/torque load cell feedback.
Multi-Camera Driver Attentiveness
Infrared gaze vectors, PERCLOS eyelid closure, and head pose estimation for automotive ADAS.
Why Unscripted Egocentric Telemetry Outperforms Synthetic Physics Simulation in Fine Deformable Fabric Manipulation
When training vision-language-action (VLA) robotics policies for garment manufacturing, physical simulator solvers struggle to model non-linear friction, fabric creasing, and micro-tension feedback. By capturing real-world egocentric POV telemetry directly from experienced garment operatives in Davanagere, foundation models achieve a 4.2x higher task success rate.
Our field operatives wear lightweight 4K EgoCAM rigs coupled with microsecond 6-DOF IMUs. Every captured session undergoes a 5-Point Zero-Defect QA audit where inter-annotator agreement (κ ≥ 0.92) is strictly enforced before model ingestion.