Related resources:

https://groups.csail.mit.edu/mac/projects/amorphous/GrayScot...

https://ipython-books.github.io/124-simulating-a-partial-dif...

This is a great visualization. We use similar state-based modeling for industrial IoT - each device gets a digital shadow running a state machine. Nice to see this technique applied to reaction-diffusion systems.