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Data collection Speech delivered at scale. Video, image and text collected to spec. Data annotation Transcription, alignment and labels, any data type. Request data Name the failure. We collect it, transcribe it and license the set. Record & earn Contribute your own recordings and get paid for accepted clips.

Physical Intelligence

EgocentricFirst-person video of real people doing real tasks. DepthRGB-D, stereo and LiDAR capture for 3D scenes. TeleoperationHuman-guided robot demonstrations, one episode at a time. UMI GripperIn-the-wild wrist-gripper demos for grasp generalization. Hand PosePrecise hand and finger tracking for manipulation tasks. TactileTouch and force-sensor data paired with video. Bring Your Own RigUse your own capture hardware with our contributor network. Video AnnotationFrame-level labels for physical-world footage.

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Artificial Intelligence

Engineering Reliable AI Agents for Production Systems

Why AI Agents Become Unreliable at Scale An AI agent can complete a task correctly in a test…

Oct 2, 2026 · 17 min read

Frontier training data, collected and graded by people who do the work.

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Services Data collection Data annotation Request data Record & earn

Physical Intelligence Overview Samples Egocentric Depth Teleoperation UMI Gripper Hand Pose Tactile

Research Speech-to-text benchmark Speech-to-speech benchmark RL Environments Method Field notes

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