Work is contextual.
The same movement means something different in every environment.

The data infrastructure layer for Physical AI.

DS-001 · Operational data architecture
Every shift contains the intelligence machines are missing.
Dataset is the data infrastructure layer for Physical AI capturing authentic industrial work and transforming it into rights-cleared, operational-ready data.
The same movement means something different in every environment.
Vision, sensors, systems and outcomes must arrive together.
Rights and provenance are part of the data not paperwork after it.
Infrastructure that carries physical AI from raw work to model-ready intelligence.
A Qualified Industrial Episode synchronizes what happened, where it happened, and what came next.

World Action Models · WAM-01
We are exploring models grounded in the states, actions, failures, recoveries and outcomes of real work.
Controlled research programFor frontier AI teams and industrial partners shaping what comes next.
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