NCAs solve Sudoku straight from raw pixels, reasoning end-to-end on a 256x256 canvas

BertChakovsky · x · 2026-10-02

A new Neural Cellular Automata demo, "Visual Sudoku", feeds the model a raw-pixel image of an unsolved Sudoku and has it produce a valid solved board end-to-end on a 256x256 canvas.

The task requires simultaneous classification, reasoning, and generation over pixels with no symbolic intermediate representation — showing that NCA-style locally-interacting models can carry out multi-step reasoning directly in pixel space. An interactive demo accompanies the release.

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