Building the Data Factory for Physical AI

The Data FactoryFor Physical AI

Arcomni Harbor unifies capture hardware, an iPad edge studio and a customer-owned embodied data harbor for physical AI teams.

200 Hz hand capture On-device processing Customer-owned data
awear capture devices and Arcomni Harbor console
Physical AI stack awear devices, Studio and Harbor Capture hardware with a customer-owned data workflow.
edge.arcomni.ai / capture 2 gloves live
Episodes today318+24
Capture rate200 Hzsync
Operators6+2
Trusted by teams putting robots to work
ATLAS ROBOTICSNIMBUS LOGISTICSFORMWORKKESTREL AIDELTA MANIPULATIONOERSTED LABS

One system, end to end

A data production line, from the hand to the cloud.

awear devices capture real-world motion, touch and first-person vision. awear Studio handles calibration, labeling, preprocessing and teleoperation. Arcomni Harbor then caches customer-owned data as indexed warehouse assets for Physical AI training pipelines.

Arcomni Harbor and awear end-to-end infrastructure for embodied AI data
Arcomni Harbor and awear form an end-to-end infrastructure for embodied AI data.

How to read this architecture

The platform separates data production from customer-side robot training.

awear captures signals in the real world, Studio turns those signals into reviewed and connected episodes, and Arcomni Harbor stores the resulting assets as a customer-owned data warehouse. Customers then use governed data for preparation, model training, policy learning and sim-to-real workflows.

01Capture in the real world

Smart gloves, vision glasses and future sensors produce synchronized motion, touch and environment signals.

02Process and connect

Desktop and iPad Studio support calibration, annotation, preprocessing, review and robot teleoperation.

03Store and govern

Arcomni Harbor organizes data by project, action, scenario and model need while keeping customer ownership explicit.

04Train downstream

Customer teams use the governed warehouse for data preparation, model training, policy learning and sim-to-real deployment.

Arcomni Harbor end-to-end embodied data architecture awear capture devices send real-world signals to awear Studio, then to Arcomni Harbor where customer-owned data is organized for embodied AI training. REAL WORLD awear capture devices motion · touch · vision EDGE + DESKTOP awear Studio calibrate · label · preprocess · teleoperate CUSTOMER-OWNED Arcomni Harbor cache · index · govern Project Action Scene Model need Robot training Arcomni lowers the data iteration cycle. Customer data stays customer-owned.

Capture hardware

One capture format across gloves and vision devices.

Start with the smart glove, add tactile arrays when force matters, and sync vision devices without changing the dataset pipeline.

Both glove SKUs share one calibration flow and one upload format, so mixed fleets do not require separate pipelines.

Edge app

Process the data where it is captured.

awear Studio Desktop handles richer calibration, annotation and robot teleoperation. awear Studio for iPad keeps capture, replay, approval and upload close to operators in the field.

awear Studiorecording
ep_3f8a syncedep_3f8b localep_3f8c localep_3f8d review
right_hand26 joints · contact active
Labelstask: pick-placegrasp: pinchslip @ 0:14
00:14 / 00:38

Cloud OS · Custody

Your embodied data harbor. Kept under your control.

Arcomni Harbor versions, indexes and guards the dataset warehouse. It is never ours to keep, sell or train on by default.

atlas-robotics / vaultowned by customer
Under custody2.4 PB
Datasets148
Trained by us0

Security and ownership

Built for enterprise data custody.

12,000+gloves in the field 3.8Bcontact-rich episodes 140 PBkept under custody 0datasets trained on by default

In the field

Teams shipping robots run on Arcomni Harbor.

Company

Built from Singapore for regional data custody.

Arcomni Pte. Ltd. operates Arcomni Harbor as a customer-owned data platform for Physical AI teams, with residency and audit boundaries designed into the product.

Legal entityArcomni Pte. Ltd.
RegistrationSingapore UEN 202626433N
Primary regionSingapore

Get started

Capture your first episode this week.

Get gloves on operators, process on the iPad, and keep every byte in a cloud the customer owns.