Physics

Foundation physics models, taught your missing regimes

High-order CFD is too slow for early design loops. We adapt a published operator to the flows it never saw — keep the physics it already knows — and ship the checkpoint with the solver-grade data it was trained on.

See Flow-1.0 Talk about your regime

Cylinder wake error

1.8%

Normalized field error on held-out vortex shedding. Original Poseidon families preserved or improved.

Published work

Each model has a nested data page. The next solver drops onto this grid — not into the top nav.

Chaperone-Flow-1.0

Poseidon-B adapted to bluff-body wakes and Kelvin–Helmholtz mixing layers in one joint run. Same 4-channel interface. Research checkpoint on Hugging Face.

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PyFR cylinder & mixing-layer data

240 solver-grade trajectories. Holdout sits beyond the training Re and Mach bands — extrapolation, not a shuffled split.

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Next physics solver

Another foundation-model adaptation is in training. Same offer: your regime, without erasing what the base already knows.

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Custom campaign

Different geometry, Reynolds band, or 3D. We generate the data and adapt the operator under a commercial license.

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