THE RESEARCH PROGRAMME

Small experiments.
Explicit questions.

Two independent models explore memory and language. The method is the same: expose the mechanism, keep the controls, and document the boundary.

01 / CELLULAR MEMORYTRAINED CHECKPOINT

Memory, cell by cell.

Write a fresh association. Follow a query around a ring. Discover what disappears when private memory is erased.

Explore cellular memory
02 / CAUSAL LANGUAGESEPARATE MODEL

A local rule for the next byte.

An attention-free model reuses a small neural update to generate template text, one byte at a time.

Explore causal language
FIELD GUIDE / 01

What are neural cellular automata?

A large system. A small shared rule. A different way to think about computation.

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EVIDENCE / RECORDED BASELINES

Results, with the conditions attached

Useful results are more than a headline number. They include the task, controls and what was not tested.

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METHOD / REPRODUCIBILITY

Make the mechanism inspectable

Separate what changes, test what matters, and keep a trail back to the source.

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RESEARCH / OPEN QUESTIONS

Questions worth testing next

The next step is a better experiment—not a bigger claim.

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IMAGE RESEARCH / 03

NCA image generation: LATTICE and a trained browser proof

Train a shared local rule. Follow an image from noise. Measure the limits before scaling.

Read the guide →