Services
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.
Research
Speech-to-text benchmark Speech-to-speech benchmark RL Environments Method Field notes
Company
About us Trust & Security AI Compliance FAQ Blog Contact
Samples Pricing Careers
Get in touch
Blog Home
Services Data collection Data annotation Request data Record & earn
Physical Intelligence Overview Samples Egocentric Teleoperation
Research Method Field notes
Company About us FAQ Contact
Pricing Careers Get in touch
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 posts50 Artificial Intelligence17 Research9 Tech Update8 Uncategorized5 Physical Intelligence3 Robotics3 Featured3 Guides2
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? 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 Oct 13, 2026 · 16 min read Artificial Intelligence The New AI Workspace 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 Oct 9, 2026 · 38 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
Navy graphic titled “No paragraph. Just 0.91.” showing a decision model assigning a 0.91 probability to billing.
Artificial Intelligence

Six AI Labs Shipped Decision Models in 17 Days

Six AI labs shipped decision models in 17 days. How Jev and Cloudflare Clef return probabilities, not text,…

Oct 7, 2026 · 22 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
Passed once. Every time? Repeated success and failure checks illustrate pass^k reliability for voice agents.
Artificial Intelligence

pass^k: Measuring AI Agent Reliability Across Repeated Calls

pass^k measures whether an AI agent succeeds on every repeated call: how to estimate it without bias, grade…

Oct 5, 2026 · 28 min read

You’re all caught up — that’s every post.

Perit Blog

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

support@perit.ai LinkedIn
YBacked by Y Combinator
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
Company About us Trust & Security AI Compliance Careers FAQ Blog Pricing Contact
SOC 2 ISO 27001 ISO 27701 TPN Gold GDPR CCPA HIPAA
© 2026 Perit AI · All rights reserved · Owned and operated by Zyno AI Inc
Privacy Terms Data residency