Cellular Automata From First Principles 57: Build a Cellular Automata Laboratory

Mon, 10 Aug 2026 21:00:00 +0100

Cellular Automata From First Principles 57: Build a Cellular Automata Laboratory

We now have enough pieces to stop thinking in terms of isolated scripts.

A useful cellular-automata laboratory should let us define, run, measure, replay and visualize experiments across many kinds of automata without hiding the mechanisms we spent the whole book learning.

The laboratory is not the model

Keep these concerns separate:

model definition
execution backend
experiment configuration
metrics
artifacts
analysis

A rule should not know where its PNG is saved.

Cellular Automata From First Principles 53: Build a Reusable Cellular Automata Engine

Mon, 10 Aug 2026 20:56:00 +0100

Cellular Automata From First Principles 53: Build a Reusable Cellular Automata Engine

Across this book we repeatedly rebuilt the same pieces:

state
neighborhood
rule
step loop
measurements
rendering

That repetition was useful while learning.

Now it is time to turn those concepts into interfaces.

Keep the engine small

A useful engine does not need to know what Conway’s Life, Lenia or an NCA is.

It only needs to orchestrate state transitions.

Software Design on Programmer.ie: Modern AI programming

Cellular Automata From First Principles 57: Build a Cellular Automata Laboratory

Cellular Automata From First Principles 57: Build a Cellular Automata Laboratory

The laboratory is not the model

Cellular Automata From First Principles 53: Build a Reusable Cellular Automata Engine

Cellular Automata From First Principles 53: Build a Reusable Cellular Automata Engine

Keep the engine small