DATA+ PHYSICAL AIHUMAN DATA INFRASTRUCTURE

Human action.
Machineunderstanding.

Real-world demonstrations, captured with clear rights and structured into physical episodes for robotics and autonomous systems.

Explore the system
HUMAN / DEMONSTRATION
ROBOT / APPLICATIONBottle twist logic transferred
ONE ACTIONONE TRACEABLE EPISODEMANY USES
AI BEYOND THE SCREEN

AI is moving
into the physical world.

Models that act in the world need to understand hands, objects, contact, state changes, sequence, and outcome.

SEEHuman motion in context
HAND / 0.98OBJECT / DRAWER
UNDERSTANDContact and state change
ACTTask logic in execution
THE CONTRIBUTOR NETWORKSCROLL TO ADVANCE
SHOW
THE TASK
THE DATA+ APP

From real action
to a licensed episode.

ACTIVE FLOW / Discover

Find a task worth capturing.

Browse trend-led physical tasks with a clear goal and visible creator value.

9:41● ● ◼
Data+
#PrecisionPourSmall actions.
Useful data.
@maya.chen · verified
27•••
For YouTrendsEarn
LIVE PRODUCT SEQUENCEDiscover
PRODUCT FILM / 00:39

The contributor loop,
in motion.

From a social trend to a rights-aware physical episode — and visible value when it is licensed.

AUTOPLAY / MUTEDDATA+ APP / MOBILE
A MACHINE-READABLE EPISODE

Human action,
made legible.

LIVE EPISODE ANALYSISACTION / OPEN DRAWER
HAND TRACKED
OBJECT / DRAWER
CONTACT CONFIRMEDSTATE CHANGINGOUTCOME VERIFIED
STATE TRANSITION
CLOSEDOPEN
OUTCOME / VERIFIED
HANDSWhere movement begins
OBJECTSWhat is being manipulated
CONTACTWhere intent meets matter
STATEWhat changed in the world
RIGHTSWho can use the episode
TRANSFERSCROLL TO ADVANCE
ONE TASK
TWO BODIES
HUMAN → ROBOT

Demonstration becomes
task logic.

The human demonstration defines the task. Robot application shows how that logic transfers into physical execution.

HUMANDEMONSTRATION
CAPTURE / VERIFIED
Rotation · grip · release
ROBOTAPPLICATION
APPLICATION / SIMULATED
THE RIGHTS LAYER

Rights stay attached
to every episode.

Three records travel with the data from human capture to approved AI use.

DATA+ / EPISODE PASSPORTTRAVELS WITH THE VIDEO
EPISODE IDDP-CN-0842
● VERIFIED HUMAN CAPTURE
CONSENT RECORD

Contributor approved

The task and intended data use were accepted before capture.

VERIFIED
LICENSE TERMS

Permitted use is visible

AI training · non-exclusive · paid use recorded.

ATTACHED
PROVENANCE TRACE

The episode stays traceable

Capture → processing → approval → licensed use.

TRACEABLE
VIDEO+CONSENT+LICENSE+PROVENANCEONE PORTABLE RECORD
VALUE SHARE / INSIDE THE APP

Every paid use
leaves a record.

One rights-cleared episode can be licensed more than once. The app keeps the terms, each paid use and the creator's earnings visible together.

LICENSE RECORDATTACHED

Open bottle

Rights
AI training · non-exclusive
Contributor
Verified
Paid use
$2.00
CONSENTRIGHTSPROVENANCE
9:41● ● ◼
Data+
MC
AVAILABLE EARNINGS$56.00
✓ New paid use · +$2.00
Open bottle28 paid uses$56 earned
Precision pour12 paid uses$24 earned
PAID USE RECEIPTRECORDED
$♥

New licensed use

Open bottle episode

+$2.00
CREATOR SHARE UPDATED
DATA+ / ENTERPRISE PROGRAMS

Build the human data
your physical AI needs.

Custom programs for real-world tasks, structured capture, rights-aware processing and enterprise delivery.