The SenseGlove R1 creates a live bidirectional feedback loop between operator and robot — transmitting force, pressure, and contact data in real time. Built for tele-operation, imitation learning, and robotic research programs that need measurable results.
for robotics-grade precision.
The R1 is not adapted from a VR training glove. It was designed from the ground up for telerobotics — with an internal force-sensing control loop, sub-millimeter motion capture, and a 1 kHz feedback rate that matches the demands of real robotic hand control.
Intuitive human control is the bottleneck.
As robots grow more capable, intuitive human control becomes the bottleneck. Imitation learning is the dominant training paradigm — but it only works when the demonstrator can feel what the robot feels.
Traditional tele-op relies on visual feedback alone. Force data is entirely absent from most systems — a precision gap that neither VR controllers nor standard motion trackers can close.
Current dexterous robot training relies entirely on motion and vision. Force perception is completely invisible to the system. Without gripping force data, robots cannot understand how much pressure they apply when grasping — leading to failed manipulations, damaged objects, and AI models that struggle to generalize. The R1 closes this gap by feeding real force data into the training loop in real time.
Measurable outcomes.
Researchers have studied whether haptic feedback in teleoperation actually produces better robots. The evidence is consistent across independent labs and different robot platforms: force feedback improves data quality, model accuracy, and operator precision. These three studies quantify it precisely.
SenseGlove in the field.
From nuclear cleanup to defense operations — real programs solving high-stakes tele-robotic challenges.
22 pages covering the evidence, deployments, and market data. Essential reading before evaluating any force feedback system for robotics programs.
The R1 is produced in committed batches. If your program needs delivery this year, now is the time to confirm. We start with a 30-minute consultation — no generic quotes, no pressure.
Or email hello@knoxlabs.com