The industrial layer your lab is missing.

Datasets, simulators, benchmarks, and live site access — built from working mines, refineries, plants, and farms. Industrial reality your lab can't otherwise reach.

FC-01field capture

Industrial Egocentric Datasets

First-person video, audio, and multi-modal sensor recordings from live industrial environments — mines, refineries, ag operations, processing plants. The data your benchmark models have never seen.

video / audio / telemetry

  1. SIM-02training substrate

    Agent Training Environments

    Simulated industrial workflows your agents train against — cascades, alarms, noisy state, sparse rewards. Built to match real plant dynamics, not toy gridworlds.

    alarms / state / reward

  2. SITE-03deployment path

    Live Site Deployment

    Run your robotics prototype on a working industrial site. We bring the operator buy-in, safety case, and site access. You bring the robot. Telemetry is yours.

    operator buy-in / safety case

  3. EVAL-04publishable ground truth

    Industrial Benchmarks

    Standardized eval suites for real industrial tasks — fault cascade response, P&ID reasoning, autonomous excavation, alarm triage. Publish-quality numbers, defined against ground truth.

    faults / p&id / autonomy

  4. TWIN-05replayable plant

    High-Fidelity Digital Twins

    Geometry, physics, sensor placement, and telemetry replay — built from working sites, not approximations. Train and validate against the same plant your deployment will land on.

    geometry / physics / replay