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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.
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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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The Perit AI Blog

Notes on frontier training data, physical intelligence & the people behind it.

Field notes, benchmarks and guides from the team collecting and grading the data that trains the next generation of AI models.

All posts55 Artificial Intelligence21 Research10 Tech Update8 Uncategorized5 Physical Intelligence3 Robotics3 Featured3 Guides2
Artificial Intelligence The Missing Audit Trail of Artificial Intelligence Oct 22, 2026 · 18 min read Editorial Perit thumbnail showing one red-marked error copied across three archive cards under the headline The Agent Remembered the Wrong Lesson. Artificial Intelligence The Agent Remembered the Wrong Lesson Oct 21, 2026 · 15 min read Artificial Intelligence The Security Boundary AI Agents Keep Crossing Oct 18, 2026 · 14 min read Artificial Intelligence Rethinking AI Inference with Maia 300 Oct 16, 2026 · 11 min read
Artificial Intelligence

The Missing Audit Trail of Artificial Intelligence

Imagine a researcher asking an AI assistant a straightforward question about a scientific discovery. The model responds confidently,…

Oct 22, 2026 · 18 min read
Editorial Perit thumbnail showing one red-marked error copied across three archive cards under the headline The Agent Remembered the Wrong Lesson.
Artificial Intelligence

The Agent Remembered the Wrong Lesson

An AI agent can turn one mistaken interpretation into reusable guidance. New research shows how memory reproduces errors,…

Oct 21, 2026 · 15 min read
Artificial Intelligence

The Security Boundary AI Agents Keep Crossing

 Why sandboxing, network isolation, and credential boundaries matter when AI agents execute real-world actions. The Moment an Agent…

Oct 18, 2026 · 14 min read
Artificial Intelligence

Rethinking AI Inference with Maia 300

Microsoft Maia 300 reflects a growing shift in AI infrastructure. Companies are no longer focused only on building…

Oct 16, 2026 · 11 min read
Perit thumbnail showing miniature document pages under a magnifying glass with the words Read less. Look closer.
Artificial Intelligence

Why Is Apple Teaching an AI to Read Pictures of Text?

Apple’s LensVLM turns long documents into miniature page images, then expands only what matters. What 4.3× compression really…

Oct 14, 2026 · 16 min read
Navy Perit thumbnail: One hour. 13 seconds? A waveform becomes a transcript with the word NOT highlighted.
Artificial Intelligence

An Hour of Audio in 13 Seconds? What Local Voice AI Still Has to Learn

EmbeddingGemma becomes a local transcriber. What its 13-second demo reveals about word fidelity, small specialists, and enterprise voice…

Oct 13, 2026 · 16 min read
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
Diagram of an RL environment with caller, state, agent and grader components under the headline Somebody has to build the world.
Artificial Intelligence

Somebody Has to Build the World: What an RL Environment Is Made Of

What is an RL environment? Follow one being built, from the operator who defines "done" to the callers,…

Oct 9, 2026 · 38 min read
Navy graphic with a phone audio waveform, a voice clone detector, and the headline “The voice was a clone.”
Artificial Intelligence

Voice Deepfake Detection Fails on Phone Calls. Here’s Why

A cloned voice helped move €95m out of an Italian bank. Why voice deepfake detection fails on real…

Oct 7, 2026 · 23 min read

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