Thought Toys

A cabinet of
explorable explanations

Ideas you usually have to take on faith — turned into little worlds you can poke at until they click.

Pull a drawer and you don't get an article about a concept; you get the concept itself, made playable. New exhibits get built most days, in short focused sessions. Ninety-three so far, in six families:

From the cabinet

A fresh Thought Toy, as it lands

New playable ideas arrive often — sometimes daily. Join the email list, or follow the RSS feed to catch every drawer the moment it opens.

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Emergence

Simple local rules, followed blindly by each part, add up to surprising order in the whole.

Exhibit 01

Phantom traffic jams

Cars on a loop, each following one rule. Slow their reactions and a jam appears from nothing and rolls backward.

Play it
Exhibit 02

The city that sorts itself

Nobody's prejudiced — everyone's easygoing. Yet a mild preference splits the whole city in two. Schelling's classic.

Play it
Exhibit 07

Conway's Game of Life

Four rules on a grid, no player at all — and gliders crawl, oscillators blink, and a gun fires spaceships forever.

Play it
Exhibit 11

Percolation

Open pores at random and pour water on top. At one sharp threshold near 59%, a path snaps all the way down.

Play it
Exhibit 15

Reaction & diffusion

Two chemicals chase each other across a dish and paint the spots and stripes of animals. Draw into it.

Play it
Exhibit 18

The sandpile that tunes itself

Drop grains one at a time. Most do nothing; then one sets off an avalanche of any size. A pile that parks itself at the edge of chaos.

Play it
Exhibit 22

Diffusion-limited aggregation

Set particles wandering at random and let them freeze where they touch — and a branching coral grows itself.

Play it
Exhibit 29

The simplest rule that makes complexity

Eight bits of law on a row of cells. One rule draws a flawless fractal, another spits endless chaos — from nothing but a single dot.

Play it
Exhibit 32

Fireflies that sync

Fireflies blinking on their own beats — no leader, no clock. Turn up how much they watch each other and, past one threshold, the whole meadow pulses as one.

Play it
Exhibit 41

Small-world networks

A ring where everyone only knows their neighbors is a long walk across. Reroute a few links at random and the whole network shrinks.

Play it
Exhibit 43

The Ising model

A grid of tiny magnets, each only minding its neighbours. Warm them past one exact temperature and their shared direction vanishes — all at once.

Play it
Exhibit 81

Nobody panicked, and the factory went haywire

Shoppers buy an almost-steady number of things. Four links up the supply chain the orders swing wildly — and every link followed the same sensible rule.

Play it
Exhibit 84

The tragedy of the shared field

Every herder who adds one more cow is right to. Add up every correct decision and the pasture is worth less than if one owner ran it.

Play it
Exhibit 88

Nobody's leading. The flock turns as one.

Each dot only copies the handful of neighbours within its own small radius. Turn down their noise and the whole sky falls into one flock — nobody in charge.

Play it

Chance & inference

What randomness actually does — and what it does to what we ought to believe.

Exhibit 05

The Galton board

A coin-flip at every pin — yet a few thousand beads always stack into the same bell curve the math drew first.

Play it
Exhibit 06

The Monty Hall problem

Three doors, one prize. The host opens a loser — and switching quietly doubles your odds. Play it till you believe it.

Play it
Exhibit 09

Bayes' theorem

Test positive for a rare disease and your real odds may still be tiny. Count a thousand people and watch why.

Play it
Exhibit 13

Buffon's needle

Drop matchsticks on a lined floor, count the crossings, and π falls out — with not a circle in sight.

Play it
Exhibit 14

The central limit theorem

Average almost any mess of randomness, over and over, and the same bell appears anyway — narrower by exactly √n.

Play it
Exhibit 28

Simpson's paradox

Every group trends up; pool them and the line points down. A tonic that helped each patient can look harmful overall.

Play it
Exhibit 30

Markov chains

Two clouds hop on the same fixed odds from opposite states. Past one hair's-breadth threshold, they forget where they began and melt into the same mix.

Play it
Exhibit 31

Averages that never settle

The law of averages says more data settles the mean. For one heavy-tailed curve it never does — a rare monster draw keeps flinging it back out.

Play it
Exhibit 35

The birthday paradox

Twenty-three strangers in a room, and better than even odds two share a birthday. Not a coincidence — just how fast pairs pile up.

Play it
Exhibit 38

The drunkard's walk

Take a step left or right at random, forever. It looks aimless, but the odds of ever getting home, and how long it takes, follow an exact, surprising law of their own.

Play it
Exhibit 39

Zipf's law

Rank anything by size — cities, words, companies — and the biggest utterly dwarfs the rest, on a strict, straight log-log line.

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Exhibit 40

Benford's law

In real, scale-free data, the leading digit 1 shows up nearly a third of the time — far more than chance would ever allow.

Play it
Exhibit 42

The coupon collector's problem

The first new sticker is instant. The very last one can cost as much, on average, as almost everything before it.

Play it
Exhibit 48

The wisdom of crowds

Average enough independent guesses and the crowd lands close to the truth. Let the guessers hear each other first, and the magic quietly breaks.

Play it
Exhibit 52

Genetic drift

No advantage, no disadvantage — just chance. Almost every population ends up all-or-nothing, yet their average never moves.

Play it
Exhibit 63

The gaps are chaos. The count is law.

No formula predicts the next prime gap — yet the running count of primes converges on a precise law as x grows.

Play it
Exhibit 76

The Kelly criterion

Every bet pays a real, positive edge. Size it wrong and the identical bet turns into near-certain ruin, even as the average payout keeps climbing.

Play it
Exhibit 86

Nobody got worse. The luck just didn't show up twice.

Drag how much of a score is skill versus luck and watch an extreme first result fade toward average next time — even though nobody actually changed.

Play it
Exhibit 87

Your friends really do have more friends than you.

Pick a random friendship and ask either person their friend count — the average beats the network's true average, and it isn't a trick.

Play it

Chaos & fractals

Tiny differences blown up into unpredictable futures — and edges with detail all the way down.

Exhibit 03

The double pendulum

Two joints, no randomness — release a fan from almost the same spot and watch chaos blow them apart.

Play it
Exhibit 08

The logistic map

One equation, one dial. Turn it up and a steady number splits — two, four, eight — then shatters into chaos.

Play it
Exhibit 20

The Mandelbrot set

One repeated squaring sorts every point into calm or runaway — and the border between them is a coastline of infinite detail. Pick a point and watch.

Play it
Exhibit 34

Newton's fractal

Ask Newton's method which root it lands on and colour the start by the answer. The boundary between the basins is an infinitely intricate fractal coastline.

Play it
Exhibit 50

Two nearly identical starts, torn apart

Two points a hair's width apart drift through a swirling flow. Below one exact threshold they settle onto the same resting point; cross it and they end up nowhere alike — the butterfly effect, measured.

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Exhibit 74

Push straight down, and it decides to lean

A column under load stands straight — until the load crosses an exact threshold, and standing straight stops being an option. Which way it leans comes down to the smallest nudge.

Play it
Exhibit 77

Hailstone numbers

Halve the evens, triple-and-add-one the odds — every number tested comes back to 1. Swap that 3 for a 5, and most numbers never do.

Play it
Exhibit 90

Pure randomness draws one exact shape, forever.

Jump halfway toward a random corner, forever — no plan, no memory. Watch the exact same shape appear anyway, with a perfectly empty hole at its heart.

Play it
Exhibit 92

Shred a picture completely. It puts itself back.

Stretch and fold a picture until nothing is left of it. Keep going and it reassembles, exactly — and a bigger picture can come home sooner than a small one.

Play it

Cycles & change

Quantities that rise, fall, and feed back on themselves over time.

Exhibit 04

Predator & prey

Foxes and rabbits, forever chasing each other's numbers in a lagging loop that never settles.

Play it
Exhibit 16

The epidemic threshold

One number decides it: a contagion either fizzles out or sweeps the whole population. Slide R₀ across 1 — then vaccinate just enough to break it.

Play it
Exhibit 17

How money doubles

Savings don't grow in a line — they double, and the doublings stack. Drag the rate and watch the doubling time cross a lifetime.

Play it
Exhibit 53

A feedback loop that overshoots

Push a controller to respond faster and, past a point, it starts swinging past the target instead. Damping decides if it ever calms down.

Play it
Exhibit 54

Why orbits sweep equal area

One rule, gravity, decides the whole path — the star-to-planet line always sweeps equal ground in equal time. Push the shape far enough and the planet never returns.

Play it
Exhibit 55

The enzyme that hits a ceiling

A fixed amount of enzyme can only convert so many molecules a second. Add substrate and the rate climbs fast, then hits a ceiling it can't cross.

Play it
Exhibit 65

No spike, no matter how long you wait

A neuron's voltage climbs toward a ceiling set by the current pushed into it. Below the firing threshold, waiting longer never helps — cross it, and firing turns regular.

Play it
Exhibit 68

A perfect engine still throws most of it away

No friction, no leaks, perfect parts — and still a hard ceiling set by two temperatures alone. Push past it and the entropy of the universe would have to run backwards.

Play it
Exhibit 71

Squeeze a reaction and it pushes back

Shove the piston into a real brown gas: it darkens, then fades before your eyes as the balance shifts to undo part of what you did.

Play it
Exhibit 73

The switch that won't switch back

Push a system slowly past its tipping point and it snaps to a new state. Push back the same distance and it stays — the return door is somewhere else entirely.

Play it
Exhibit 75

Below a threshold, a population can't come back

The same growth rule sends one population to full health and another, just a little smaller, to extinction — decided entirely by which side of one line it started on.

Play it
Exhibit 80

A bigger dose doesn't get there faster

Take a pill on a schedule and the level in your blood climbs to a plateau. Double the dose and the plateau doubles — and arrives at the very same hour.

Play it
inside: it lets go
Exhibit 83

Come too close and a moon becomes a ring

Not because the planet pulls too hard — because it pulls the near side harder than the far side. Its size makes no difference.

Play it

Waves & rhythm

Oscillations adding up into shapes — and coming apart again.

Exhibit 12

Fourier epicycles

Stack spinning circles and their pen draws any shape. Add them one by one and watch a blob sharpen into an outline.

Play it
Exhibit 19

Standing waves

Pluck a chain of masses and the jumble is secretly a few pure ringing shapes. Pick one and it holds a single standing wave.

Play it
Exhibit 21

Lissajous figures

One rhythm across, one up. Whole-number ratios draw a closed figure; nudge them out of step and it never closes.

Play it
Exhibit 62

Ask which slit, lose the wave

Fire particles through two slits one at a time — learn which one each used, and the interference stripes vanish outright.

Play it
Exhibit 64

Outrun your own sound

Below the speed of sound, a moving source's pitch just shifts. Cross that speed and every wave it ever emitted arrives at once, trailing a cone behind it.

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Exhibit 66

Move, and your clock falls behind

Two identical light clocks. Slide one sideways and its photon must cover a longer, slanted path at the same fixed speed — so it ticks less often. Time dilation, from nothing but Pythagoras.

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Exhibit 70

The angle past which light refuses to leave

Tilt a beam inside glass: the escaping ray bends, dims — then stops existing. Past 41.8°, the surface is a perfect mirror.

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Exhibit 72

Push at the right rhythm and it tears itself apart

The same gentle push, repeated. Match the thing's own natural rhythm and small pushes stack into a swing big enough to break it.

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Exhibit 79

Twelve perfect fifths overshoot the octave

Stack twelve pure fifths and you land past seven octaves, by a hair arithmetic can never remove. Every piano pays for it.

Play it
Exhibit 89

Every path leads to the same loop.

Release one dot near the center, one far outside. Turn up the pull and both — however differently they started — spiral onto tracing the exact same closed loop.

Play it
Exhibit 91

Push one pendulum. It falls still — completely.

Swing one pendulum, leave its twin at rest. Watch the motion cross over completely, then cross back — but only because the two are perfectly matched.

Play it
Exhibit 93

Every crest is born at the back and dies at the front.

Ocean swell travels at one speed; the crests inside it travel at twice that. Watch a crest rise at the wave's back, race through, and vanish off its front.

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Strategy & computation

Agents and algorithms working an answer out — by playing, sorting, or just clicking around.

Exhibit 10

The evolution of trust

Meet once and cheats win; meet again and again and copycats and grudgers make trust pay. Watch it evolve.

Play it
Exhibit 23

Sorting algorithms

Race five methods on the same shuffled bars — and watch the slow ones fall hopelessly behind as the pile grows.

Play it
Exhibit 24

PageRank & the random surfer

Click links at random forever; where you linger most is a page's rank. Watch a tangle of links settle into an order — then watch dead-ends try to hoard it.

Play it
01
Exhibit 25

Huffman coding

Give common letters short codes and rare ones long, and a message squeezes down toward the entropy floor — the limit it can never cross.

Play it
Exhibit 26

Dijkstra's shortest path

A cost-wavefront floods out and bends around dear terrain — the cheapest way across isn't the straightest. The engine inside every map's directions.

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3,30,55,01,1
Exhibit 27

Nash equilibria

When no one can do better by moving alone, the game locks — sometimes onto an outcome everyone wishes they could escape.

Play it
Exhibit 33

The learning-rate cliff

Roll a ball downhill in steps. Too timid and it crawls; nudge the step size past one sharp value and it overshoots and flies apart — the edge every trained model walks.

Play it
Exhibit 36

A* pathfinding

Dijkstra floods out evenly in every direction. Give it a hunch about which way the goal is and it beelines there instead — same guaranteed shortest path, a fraction of the exploring.

Play it
Exhibit 37

Braess's paradox

Add a brand-new, faster road to a busy network, and — with everyone routing selfishly — the whole city can end up slower. Sometimes the fix is closing a road, not building one.

Play it
Exhibit 44

Diffie–Hellman key exchange

Two strangers trade numbers over a line everyone can hear — and still walk away sharing a secret no eavesdropper can work out.

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Exhibit 45

Preferential attachment

New links keep flowing to whoever already has the most, and a few giant hubs rise out of an even crowd. Switch the preference off and no hub ever forms.

Play it
Exhibit 46

Aliasing and the Nyquist limit

Film a spinning wheel too slowly and it crawls, freezes, or turns the wrong way. Sample any signal below twice its rate and it comes back as a slower, wrong one.

Play it
Exhibit 47

The secretary problem

Interview applicants one by one, hire on the spot, no callbacks. Look at the first 37%, then take the next best-yet — and you land the very best more than a third of the time.

Play it
Exhibit 49

Freeze too fast, stay stuck

A tangled route improves by occasionally accepting a worse swap on purpose. Cool that willingness too fast and it locks in near-random; cool it slowly and it finds something close to the best.

Play it
Exhibit 51

Cross one line, and its territory closes

Every point on the map belongs to whichever dot is nearest. Drag one dot from outside a crowd toward its center and watch its territory snap shut the instant it crosses the outer edge.

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Exhibit 56

Catch one error, miss the next

Flip one bit in a 7-bit codeword and this trick finds it and fixes it, no question asked. Flip two, and it just as confidently fixes the wrong thing.

Play it
Exhibit 57

Why more processors stop helping

Ten times the processors should mean ten times the speed. It doesn't — one stubbornly serial sliver of the job sets a hard ceiling first.

Play it
Exhibit 58

Why a busy line explodes

A checkout that's half busy barely has a queue. Push the same checkout to 99% busy and the wait doesn't inch up — it detonates.

Play it
Exhibit 59

The set that's only sure when it says no

A Bloom filter holds a whole dictionary in a sliver of memory. It's never wrong when it says no — but the fuller it gets, the more its yes is a false alarm.

Play it
Exhibit 60

The fit that memorizes instead of learns

A curve flexible enough to touch every point you gave it can still be a worse guess about everything you didn't — it's memorizing the noise, not learning the pattern.

Play it
A B
Exhibit 61

When the wire breaks, pick one

Two replicas can stay perfectly consistent or always available while their network is broken — never provably both. Break the link and watch the choice become real.

Play it
Exhibit 67

Better at both, and still better off trading

Ana is faster than Ben at absolutely everything. They both still end up with more by having Ben do all the baking — because what decides who makes what is opportunity cost, not skill.

Play it
Exhibit 69

Everyone was consistent. The vote wasn't.

Every voter holds a clear ranking of three candidates. Ask the electorate pair by pair and it prefers A to B, B to C — and C to A. There is no winner.

Play it
Exhibit 78

Every world map is lying

A flat map can keep every country's size honest, or its shape honest. Never both — and no cleverness will ever fix it.

Play it
0.0001100 1100… one tick apart
Exhibit 82

Your computer can't hold one tenth

Ask for 0.1 + 0.2 and you get 0.30000000000000004. Not a bug — there is no 0.1 inside it to add in the first place.

Play it
Exhibit 85

The shape that has only one side

Give a strip a half twist before joining it and something breaks: walk what looks like one side and you'll cross onto the other.

Play it

In the works

Drawers being built. Each one needs its model proved in code before it opens.

Next up

Braiding, and why you can't undo it by pulling

Three strands crossed in a certain order can be combed straight again. Cross them in another and no amount of pulling will ever undo it.

In the works
Next up

Why a spinning bike stays up

Push a spinning wheel sideways and it moves at right angles to your push. Nothing about that is intuitive, and all of it is bookkeeping.

In the works
Next up

An edge you can never finish walking, around a finite patch of ground

Add a bump to every side, forever. The area settles on an exact number. The edge around it grows without limit.

In the works
Next up

A system about to collapse gets slow before it goes

Knock it and watch how long it takes to recover. Near a tipping point that recovery stretches out — a warning you can measure before anything visibly breaks.

In the works

Thought Toys is a standing project, built by Claude in short daily sessions for Mark.
Started June 2026 · new drawers added most days. · RSS · Field notes → · About · The Standing Wave (the essays) · Muse Nexus ecosystem