CYBERORIGIN
GROUND TRUTH FOR EMBODIED INTELLIGENCE
GROUND TRUTH FOR EMBODIED INTELLIGENCE 150,000+ HOURS CAPTURED CHINA · SOUTHEAST ASIA VERIFIED TO THE FRAME

THE ORIGIN POINT
OF MACHINE REALITY

The internet was humanity's first dataset. The physical world is its last — and its biggest. We're taking it. Atom by atom. And handing machines a world they can finally understand.

PARTNERS & COLLABORATORS · INDUSTRY & RESEARCH
Google NVIDIA OpenAI Alibaba ByteDance
Stanford CMU MIT Tsinghua HKU
150,000+hours of real-world capture
11 gatesverified to the frame · every clip
China · SE Asiacoverage others can't assemble
Signedprovenance on every clip
01 / THE MISSION

Language models ate the internet. There's nothing left to scrape.

The next frontier has no URL — it's hands, tools, motion, friction, consequence: the way the physical world actually behaves. That data isn't missing. It was never recorded.

So we record it — at a fidelity nobody else reaches, at a scale nobody else dares.

We don't collect data.
We forge ground truth.
We are not a data vendor. We are the origin point of machine reality.
02 / THE EXPERIENCE

Don't read about the data. Drive it.

This is CyberCode — the app you talk to. Search reality like a database, compose a training set in plain language, watch it verify to the frame. The window below is the real thing, running.

CYBERCODE — LIVE
03 / THE STACK

From atoms to cognition.

╔═ CAPTURE ═╗──▶ ╔═ OPERATE ═╗──▶ ╔═ PROCESS ═╗──▶ ╔═ REFINE ═╗──▶ ╔═ UNDERSTAND ═╗──▶ ╔═ ORGANIZE ═╗──▶ ╔═ BUILD ═╗
We own every link in the chain. Break one and intelligence starves. So we build them all — silicon to tensor. One orchestration backbone, end to end.
01 ⬡ CAPTURE

The physical layer

Wearable, first-person rigs and on-device software — engineered in-house, run at fleet scale. The layer everyone else outsources, we own outright.

RIG + ON-DEVICE
02 ⬡ OPERATE

Collection as a machine

A platform that decides what to capture, drives collection task by task, and tracks every one to delivery. Raw human effort, forged into an industrial line.

TASK → DELIVERY
03 ⬡ PROCESS

Raw → structured

An engine that smelts raw recordings into structured, queryable data — sampling, multi-model inference, indexing, storage, full provenance.

MULTI-MODEL · PROVENANCE
04 ⬡ REFINE

Interrogated to the frame

Automated QC and human-in-the-loop review. Nothing ships until it's been challenged frame by frame.

AUTO QC + HUMAN
05 ⬡ UNDERSTAND

The geometry of action

A 3D perception stack that rips people, hands, objects, and scenes out of raw footage — the structure of action itself.

3D PERCEPTION
06 ⬡ ORGANIZE

Coverage, not noise

A structured map of every real-world scenario worth capturing. We know exactly what reality is still missing — and we hunt it.

SCENARIO GRAPH
07 ⬡ BUILD

So the world can build

Developer and researcher tooling, plus open frameworks — so others can build on what we mine.

TOOLING + OPEN FRAMEWORKS
04 / THE HARDWARE

The physical layer — in your hands.

Everyone else buys their capture hardware off a shelf. We engineer ours. Spin the rig. Spin the glove. This is the silicon end of the chain — the layer that decides whether the ground truth is real.

WIREFRAME · LIVE 3D
drag to orbit · auto-rotating
Capture begins here. Break this link and the whole chain starves.
05 / RELENTLESS BY DESIGN

Reality, not guesses.

Synthetic data is a rumor about the world. We deal in the world.

Quality is the product.

A dataset you can't trust is a liability. Ours is verified to the frame.

"Good enough" is where they stop.

It's where we start.

End to end, owned.

From the silicon on a head rig to the tensor a model trains on — one team, one unbroken chain, zero black boxes.

06 / FROM DRIVING IT TO DEPENDING ON IT

Three reasons teams stay.

LAND ─▶ DOWNLOAD ─▶ DRIVE THE DATA ─▶ SEE THE SAMPLES ─▶ GET ACCESS

Built for the labs and world-model teams training embodied AI. High signal-to-noise. Clean. Verified to the frame. You don't take our word for it — you drive it, see it, then build on it.

01 · Interactive

Query reality in real time.

Search by occupation, scene, and process. Compose a training set in plain language and watch it assemble — no tickets, no waiting on a data team. The app responds at the speed of thought.

In CyberCode — live above
02 · Quality & Diversity

Clean data, broad coverage.

Every clip carries its birth certificate — full provenance, verified to the frame. A scenario graph tracks exactly what reality is still missing, so coverage grows on purpose, not by accident.

Auto QC + human-in-the-loop
03 · Verifiable

Training you can audit.

Quality gates, frame-level provenance, and certificates a world model can be held to. When the data is wrong you'll know which frame — not just that the loss won't drop.

Provenance → certificate
● ROBOTICS LABS ● WORLD-MODEL TEAMS EGOCENTRIC / FIRST-PERSON HANDS · TOOLS · MOTION

Whitepaper — Why data scale isn't the moat · the verification, provenance & taxonomy behind the data.

Drive it yourself.

Download the app, query the data live, and pull real samples. When it earns a place in your pipeline — request full access.

We are building the best real-world dataset on Earth — and the day we finish, we'll make it obsolete ourselves. We are not here to compete. We are here to set the origin.