Industrial worlds for frontier AI.

Environments, expert data and evaluations for the work that runs the physical world.

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Agent episode Step 1 of 6

P-204B tripped twice overnight. Operations wants it running before the 06:00 handover. Should it restart?

  1. AVEVA PI System
  2. Honeywell Experion
  3. Excel
  4. SAP Plant Maintenance
  5. Outlook
  6. Teams
PI System Pump house

P-204B vibration and bearing temp, 12 h

VibrationBearing temp Trip

Vibration spiked at both trips. Bearing temperature never moved, so it isn’t the bearing.

Agents work across the systems industry runs on

  • AVEVA
  • Honeywell
  • Emerson
  • Yokogawa
  • AspenTech
  • Siemens
  • SAP
  • IBM
  • Hexagon

Models have read the internet. None of them has worked a shift.

We build the worlds where they learn how.

  • Worlds

    Complete industrial operations, from refineries to power grids, with months of history and physics that responds to every action. Every company, person and record in them is invented.

  • Expert data

    Tasks, demonstrations and judgments from the engineers, operators and inspectors who run these sites.

  • Evaluations

    Held-out tasks, graded against ground truth the agent never sees.

Talk to our team