See the Full State.
Beyond What Sensors Measure.

Digital Twin AI that reconstructs the physical state sensors can't directly observe.


Grants & Awards
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The Gap The Twin The State
Sensors Only See
Part of the World.
AI in physical systems like agriculture operate from sparse observations. Dense sensing is expensive, and large environments can never be measured everywhere.
AgFlow Reconstructs
What Isn't Measured.
Physics-constrained digital twins combine sparse sensor observations with physical context to reconstruct the state between measurements.
A Fuller View
of the Physical World.
The reconstructed state supports better decisions today and provides the foundation for physically grounded scenarios.
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