Capture dexterous hand manipulation in VR, study failures, and build better training data for physical AI.
Selected scene Lesson Scene
Precise alignment and insertion.
Constrained manipulation and recovery.
Precision handling and assembly.
Wei Studio aims to recreate difficult failures, guide recovery, and capture corrections as robot-learning data.
Illustrative sequence · recovery research plannedReturn to a difficult moment in simulation.
Guide the hand and explore different conditions.
Record the actions and resulting motion.
Each approach can contribute to robot learning. Capabilities depend on the particular system.
| Capability | Wei Studio | Real-robot teleoperation | Human hand recordings | Generated video |
|---|---|---|---|---|
| Robot-action recording | Commands + states available | With robot logs | Requires retargeting | Not inherent |
| Repeating failed states | Command replay; resets planned | Physical reset; replay varies | Replay recorded motion | Replay visual sequence |
| Simulated physics / constraints | Some joint controls; studies planned | Depends on simulator | Requires a simulator | Requires a simulator |
| Real-world contact fidelity | Simulated; hardware validation needed | Physical contact; sensor limits | Human contact; sensing varies | Visual estimate only |