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A study in learned geometry

Neural Field

A small neural network learns a surface. Each particle follows what it has understood so far.

How it learns
A SMALL MODEL. A LIVING SCULPTURE.

Learning to take shape.

A neural network learns to turn two surface coordinates into a point in three dimensions. Each particle follows its predictions.

Watch the shape emerge from its first predictions. Switch forms to give it a new shape to learn. Amber marks the places where it still differs from the mathematical target.

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Trained here in your browser. No API, uploaded data, or pretrained model. Cursor movement bends the view; it does not train the network.

INITIALIZING MODEL
FITTING ERROR
Sculpted flowMove your cursor. Disturb the field.

Move through the field. Change its form. Watch it learn again.

Computed here, in your browser.