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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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Author: Kshitij@Perit

14 posts
All posts50 Artificial Intelligence17 Research9 Tech Update8 Uncategorized5 Physical Intelligence3 Robotics3 Featured3 Guides2
Artificial Intelligence

The New AI Workspace

A model can write a function, explain a research paper, or summarize a spreadsheet in seconds. But the…

Oct 10, 2026 · 17 min read
Artificial Intelligence

Synthetic Data Can Scale AI. But Can It Teach Reality?

The Synthetic Data Scaling Problem Synthetic data offers something that is difficult to achieve with real-world data: scale.…

Oct 7, 2026 · 17 min read
Physical Intelligence

The Robot Didn’t Fail. The Dataset Did.

When More Data Still Isn’t Enough A warehouse robot can sort the same type of package thousands of…

Oct 6, 2026 · 15 min read
Artificial Intelligence

When AI Gets It Right Most of the Time: The Problem With Rare Cases

The Data Distribution Is Not the Real World A dataset does not become representative just because it is…

Oct 3, 2026 · 9 min read
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
Artificial Intelligence

AI Is Running Out of Data: What Happens When the Internet Stops Scaling?

The next AI bottleneck may not be compute For the last few years, the recipe for building better…

Oct 1, 2026 · 15 min read
Artificial Intelligence

From Raw Data to AI-Ready Datasets: The Complete Data Annotation and Collection Pipeline

Why AI-Ready Data Requires More Than Annotation Building an AI model does not start with choosing a model…

Sep 30, 2026 · 18 min read
Artificial Intelligence

Engineering Quality in AI Data: Combining Human Expertise with Automated QA

Where Does Quality Break Down in AI Data? AI models depend heavily on the quality of the data…

Sep 26, 2026 · 9 min read
Physical Intelligence

From Human Demonstrations to Self-Improving Robots: The Data Behind Physical AI

How Robots Learn from Data Many robot skills start as a set of recordings, and one of the…

Sep 24, 2026 · 12 min read
Physical Intelligence

Training Data for Humanoid Robots: What Physical AI Needs to Learn From the Real World

Why Humanoid Robots Need a Different Kind of Training Data Humanoid robots are learning to work in environments…

Sep 22, 2026 · 11 min read

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