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A connected robot learning system spanning simulation, skills, and deployment

Robot learning assets, delivered as software

Everything your robot needs to learn.

Access maintained robot skills, training environments, and interactive objects—or build a custom version around your workflow.

Robot Skills
Capabilities to run
Training Environments
Worlds to train in
Interactive Objects
Things to interact with

What we offer

One marketplace. Three building blocks for robot learning.

Use each product independently or combine skills, environments, and objects into a complete training, evaluation, and deployment package.

Marketplace product

Robot Skills

Access versioned robot skills for manipulation, mobility, perception, and task automation. Every release defines what it supports, what it requires, and how it was evaluated.

Explore Skills

Marketplace product

Training Environments

Use simulation-ready homes, offices, warehouses, and industrial cells with defined geometry, physics, scenarios, and variation—without rebuilding every scene from scratch.

Explore Environments

Marketplace product

Interactive Objects

Add reusable, physics-aware objects to training environments with collision geometry, articulation, materials, affordances, grasp information, and controlled variation.

Explore Objects

How the system works

From task to maintained release.

SkillOps keeps versions, compatibility, provenance, rights, and evidence connected. OpenBrain runs supported skills on the robot.

SkillOps

Build and maintain

OpenBrain

Run and observe

  1. 01

    Browse

    Choose a skill, training environment, interactive object package, or a complete task stack.

  2. 02

    Match

    Confirm robot, simulator, sensors, actions, compute, formats, and validation requirements.

  3. 03

    Adapt

    Use the release as delivered or build a custom version around your workflow.

  4. 04

    Run

    Train, evaluate, and deploy with explicit versions, evidence, telemetry, and rollback.

Concept visualization of a custom robot Data Cell collecting demonstrations

Built for your process

Your robot · Your task · Your environment · Agreed data rights

Custom Data Factory

From your workflow to a complete robot learning package.

We build the dedicated Data Cell and production workflow around your task—then deliver a private skill, training environment, object library, or a complete package combining all three.

  1. 01

    Design the cell

    Robot, sensors, teleoperation, task, and success criteria.

  2. 02

    Collect the data

    Synchronized observations, actions, outcomes, and recovery cases.

  3. 03

    Train + evaluate

    Governed dataset revisions, model training, and explicit gates.

  4. 04

    Deliver the package

    Versioned skills, environments, objects, and deployment requirements.

Customer programs are private by default. Any shared, licensed, or catalog use is agreed before collection.

Scope a Custom Data Factory

Kinematics hardware

Compute on the robot. Awareness around it.

Use your compatible compute or add a matched Kinematics box. Add Halo when the workcell needs a stationary spatial view.

Kinematics Halo product visualization

Stationary workcell awareness

Kinematics Halo

A multimodal sensor concept for people, robots, and configurable zones around a workcell.

Explore Halo
Kinematics Mini product visualization

Compact edge compute

Kinematics Mini

A smaller OpenBrain box for focused perception and runtime workloads.

Explore Mini
Kinematics Max product visualization

High-capacity edge compute

Kinematics Max

A modular box for demanding skills, multiple sensors, and production deployments.

Configure Max

Hardware is optional. Halo is not currently a certified safety component and does not replace required protective measures.

View the family

Compatibility first

One platform. Explicit robot requirements.

Every supported release defines the robot, sensors, actions, compute, limits, adapter, and validation it expects.

Check your robot

Open foundation

Inspect OpenBrain before it runs a robot.

The ROS 2 runtime and browser dashboard are public. The commercial layer is maintained skills, compatibility, custom data, and delivery.

What should your robot learn next?

We will match the skills, environments, and objects your workflow needs—or define the custom version.

Request Access

Questions

What teams ask before they start.

What is OpenKinematics?

OpenKinematics is a robot learning marketplace for maintained skills, simulation-ready training environments, and interactive object packages. We also build custom versions around customer robots and workflows.

What is available through the Marketplace?

Teams can request access to robot skills, training environments, and interactive object packages. Every release carries explicit versions, compatibility, provenance, usage rights, and delivery requirements.

What is a Custom Data Factory?

It is a separately priced program built around your robot and workflow. We assemble a dedicated Data Cell and production pipeline, then deliver a private skill, environment, object library, or a complete package. Customer programs are private by default.

Can one skill run on every robot?

Not automatically. Robots differ in kinematics, sensors, actions, compute, limits, and safety requirements. We use explicit adapters and validation for each supported configuration.

Do I need OpenKinematics hardware?

No. OpenBrain can run on compatible customer compute. Mini, Max, and Halo are optional products for deployments that need matched edge compute or stationary workcell awareness.

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