Data Collection Blog & AI Insights | Robotics & Physical AI

Physical AI Mobile Manipulation Systems for teleoperation and robotics data collection

01 Sep 26

Teleoperation Data Collection Robots

Aman Jain
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Teleoperation data collection robots let human operators remotely control robotic arms and hands to perform real world tasks grasping objects.

25 Aug 26

UMI Gripper Data Collection

Aman Jain
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The UMI gripper a handheld, camera equipped device lets anyone collect robot training data by hand, no robot required.

10 Aug 26

Data Annotation for Robotics

Aman Jain
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From raw sensor feed to training-ready dataset this post explains how data annotation works in robotics, why it's the most overlooked step in building physical AI.

03 Aug 26

Robot Arm Training Data: How It Boosts Success Rate

Aman Jain
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This is exactly the gap Nferent AI helps close turning raw, real-world physical interactions into structured, multi-modal training data that gives robot arms.