Physical systems
Agriculture, biology, and robotics. Changing conditions, expert decisions, and outcomes that unfold over time.
Grounded in the real world
Intelligence,
rooted in the
physical world.
We’re building datasets and environments for intelligence that acts in a complex world.
Build with usLong horizons.
The work
The world doesn’t
stand still.
Neither should the environments AI learns from. We’re developing physical-world datasets, complex simulations, and long-horizon RL environments for frontier AI labs and robotics teams.
Simulation & RL
Building toward richer environments for planning, adaptation, and learning across long horizons.
FDE → RL
Forward-deployed engineering and managed workflows. Real execution informs the datasets and environments we’re developing.
Explore projectsBuilding quietly. Thinking long term.