VLTA

Understanding the Physical World Through Contact

Vision-language-tactile-action modeling adds contact, slip, collision, jamming, grasp and release signals to robot control.

Vision-language-tactile-action

VLTA: Understanding the Physical World Through Contact

Contact becomes a first-class signal for precision insertion, compliant grasping, slip recovery and manipulation when vision is incomplete.

Camera View

Visual context

TRACKING
Occlusion-aware tracking

Vision-Tactile Fusion

Contact-aware policy

Contact
Slip
Collision
Jamming
Stable Grasp
Release

Tactile Pressure Map

Force feedback curve

Critical feedback under visual occlusion
Improved precision in assembly
Real-time correction during contact
Adaptive compliant grasping
Slip and collision detection
Improved hand-eye coordination

Deploy in the real world

Deploy Embodied Intelligence in Your Real-World Operations

From task assessment and data collection to model adaptation, robot deployment, system integration and continuous optimization.