README.md

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title: First Motive
emoji: 🤖
colorFrom: gray
colorTo: yellow
sdk: static
pinned: false

The data engine that turns off-the-shelf robots into deployment-grade workers.
Open schemas. Public benchmarks. Built from South Africa.

Website · GitHub · Get in touch

Ground-truth infrastructure for Physical AI

Every AI breakthrough has been a data story. Physical AI has no data. We produce it — and build the infrastructure that makes it reusable.

First Motive turns real and simulated robot experience into structured, inspectable datasets for learning and evaluation. Our work connects capture, data quality, provenance, review, packaging, training, and deployment in one evidence-preserving loop.

What you will find here

We use Hugging Face to publish selected datasets, dataset cards, benchmarks, and models as they become ready for external use.

Every public release will describe:

• where the data came from and how it was captured;
• its modalities, structure, and intended use;
• quality checks, known limitations, and relevant biases;
• licensing, rights, versioning, and citation; and
• the evidence needed to reproduce or verify the artifact.

Follow the work

• Explore our open infrastructure on GitHub.
• Learn what we are building at firstmotive.ai.
• Contact us at adii@firstmotive.ai.

_{From the team behind WooCommerce, applying open-infrastructure thinking to the data layer of Physical AI. Based in Stellenbosch, South Africa.}