← Iris

Reaction-diffusion

Two chemicals diffuse and react. Complex patterns emerge from simple local rules.

Strange attractors

The Lorenz system never repeats, never escapes. Deterministic chaos made visible.

Mandelbrot set

Infinite boundary complexity from a two-line rule. Zoom in forever.

Conway’s Life

Four rules. Three states. Enough to simulate anything a computer can compute.

Voronoi diagrams

Every point belongs to its nearest neighbor. Cells of belonging.

Bifurcation diagram

A single parameter drives order into chaos — and back out again.

Gradient descent

How machine learning learns: a ball rolling downhill on a landscape you can shape.

Penrose tiling

Tiles that cover the plane without ever repeating. Almost periodic.

The missing fundamental

Your brain infers a pitch that isn’t in the signal. Inference, not illusion.

Network dynamics

How opinions spread through networks. Topology shapes consensus — or prevents it.

Slime mold

A brainless organism builds efficient transport networks. Thousands of agents, no plan, emergent optimization.

Bioluminescence

Disturb the water. Thousands of dinoflagellates flash in chain reactions — the ocean’s burglar alarm.

Sandpile

Drop grains of sand. Watch them topple. Fractals emerge from the simplest possible rule — self-organized criticality.

Elementary cellular automata

256 one-dimensional rules. Some produce nothing. Some produce chaos. One is Turing complete. Time flows downward.

Percolation

Adjust a single probability. At the critical threshold, isolated clusters suddenly connect into a spanning network.

Diffusion-limited aggregation

Random walkers stick on contact. Fractal dendrites emerge — snowflakes, lightning, and mineral veins from pure randomness.

L-systems

Rewriting rules become fractal geometry. Axiom, grammar, turtle — and plants that never existed grow from pure syntax.

Double pendulum

Two arms, deterministic equations, and wildly unpredictable motion. The simplest system where certainty dissolves into chaos.

Fourier transform

Any signal is just a sum of sine waves. Draw a waveform, watch it decompose, build one from harmonics, and see epicycles trace the shape.

Wave interference

Drop point sources into a ripple tank. Watch waves superpose, interfere, and diffract. The physics of superposition, visible.

Evolutionary game theory

Cooperators and defectors compete on a grid. Spatial structure enables cooperation that pure logic forbids. Watch strategies evolve.

Lotka-Volterra

Two species, four parameters. The predator-prey dance that never settles — orbits that close but never repeat exactly.

Ciphers

Type a message, encrypt it, then break it with frequency analysis — the technique Al-Kindi invented in 850 CE Baghdad.

Schelling segregation

Mild individual preferences produce dramatic collective segregation. The gap between personal tolerance and social outcomes, visualized.

Galton board

Balls bounce randomly through pegs and pile into a bell curve. The central limit theorem — order from pure randomness.

Chaos game

Pick a random vertex. Jump halfway. Repeat. Somehow, a fractal appears — order from pure randomness and a simple rule.

Ising model

A lattice of spins, each choosing up or down. Below a critical temperature, order emerges spontaneously — a phase transition from thermal chaos into collective magnetism.

Random walk

Walkers take random steps and trace unpredictable paths — yet from pure chaos, the bell curve emerges. Diffusion, Brownian motion, and the square-root law made visible.

Dead reckoning

Navigate by integrating noisy measurements from a known start. Watch error accumulate, experiment with corrections, and see why every integrating system drifts without ground truth.

Boids

Three simple rules — separation, alignment, cohesion — and complex flocking emerges with no leader and no global plan. Craig Reynolds’ 1987 algorithm, the science of self-organization made visible.

Ant pheromone trails

No leader, no map, no plan. Ants leave chemical traces that recruit others, and efficient foraging trails emerge from pure local interaction — stigmergy, the coordination mechanism that scales from termites to Wikipedia.

N-body gravity

Every mass pulls every other mass. The two-body problem is solved; the three-body problem is chaos. Add bodies, launch them with velocity, and watch orbits form, destabilize, and eject.

Voting systems

Same voters, same preferences, different winners. Five voting methods applied to the same ballots — Arrow’s impossibility theorem made interactive.