Gray-Scott
Reaction-diffusion morphogenesis
Pearson (1993) · Gray & Scott (1984)
The Gray-Scott reaction-diffusion system models a catalytic reaction where substrate u feeds at rate F, and catalyst v is removed at rate k. Pearson (1993) showed that small changes in these two parameters produce radically different steady-state morphologies — mitosis, solitons, coral, worms. Each a phase of the same substrate.
∂v/∂t = D_v ∇²v + uv² − (F+k)v
k controls the removal rate of the v catalyst.
The eight preset classes are not a complete taxonomy — they are landmarks in a continuous two-dimensional parameter space. Drag F and k through small increments and the field morphology glides between them; drag past certain thresholds and the pattern destabilises into a new class entirely. The boundaries between classes are themselves a phase diagram.
This is the shape of the argument the paper makes about homeostatic minds: architectures in a continuous configuration space, with regions of stable pattern formation separated by destabilising boundaries. Finding the right region is not a matter of solving an optimisation problem — it is a matter of landing somewhere the field can sustain itself.