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The learning layer for Physical AI. Inspect and curate robot experiences with local, open-source tools.

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Humaan

The learning layer for Physical AI.

Humaan is building open-source tools to help robots learn from real-world experience. Build robot projects, inspect and curate recordings, and connect simulation, training, and evaluation in one workspace.

Our long-term goal is to make physical intelligence composable — so developers can assemble and improve intelligent robot systems from reusable building blocks.

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Humaan Studio Builder showing an SO-ARM-102 robot, its assembly tree, and physical properties.

What you can do today

This repository contains two tools for working with robot projects and experiences:

  • Humaan Studio — a desktop workspace for creating projects, importing URDF robots and meshes, running simulations, inspecting recordings, and training and evaluating joint-feedback controllers.
  • Humaan CLI — terminal tools for project identity and recording operations.

Both support local workflows with no cloud account required. Studio's local simulation and training workflows require an installed MuJoCo runtime.

See the platform introduction for available, limited, preview, and planned capabilities.

Why robot experiences?

Robots learn from what they observe, the actions they take, and the outcomes that follow. Making those experiences easier to inspect and curate is the starting point for building better learning data.

Our direction is to connect experience, data curation, training, and evaluation in a continuous learning loop. The current alpha focuses on local robot projects, recording inspection and curation, simulation, and limited joint-feedback training and evaluation.

Get started

Compatibility and limitations

Humaan is in early alpha. Interfaces and data formats may change.

  • Projects use manifest version 1.
  • Training currently optimizes a joint-feedback controller for a fixed-base robot. It does not train from demonstration datasets or produce image-based policies.
  • Registering or assigning a policy does not execute it on hardware. Live Link provides read-only telemetry through an external bridge.
  • Platform support depends on the release. Check its notes for available installers and compatibility limitations.

Contribute

Help shape Humaan by reporting bugs, sharing robot data workflows, improving documentation, or contributing code. For development information, start with the Studio development guide.

License

Apache-2.0, unless otherwise noted. Third-party dependencies retain their respective licenses. Trademark rights are subject to the license terms.

About

The learning layer for Physical AI. Inspect and curate robot experiences with local, open-source tools.

Topics

Resources

Contributing

Stars

1 star

Watchers

0 watching

Forks

Releases

Packages

Contributors

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