OBSERVATION CHAMBER / ACTIVE

Random Walk Diffusion Field

Release independent walkers from one origin and watch unbiased steps form a spreading cloud whose radius follows diffusion.

probability / diffusion Observation Model

STOCHASTIC DIFFUSION

Independent steps, one spreading cloud

Start the field and watch unbiased steps spread from one origin.

READY

Every point is an independent walker. The cloud has no preferred direction; the lower plot compares measured MSD with the fixed-step theory line.

The field is ready. Press START or STEP to begin.

Steps
0
Walkers
180
RMS radius
0.00
MSD
0.00

OBSERVATION CONTRACT

A model of chance, not a test

This field contains independent model walkers only. It does not measure a visitor, ability, health, attention, or a ranking.

WHAT TO WATCH

A quiet cloud grows from small steps

  • After each reset, the same seed returns the same visible history.
  • The cloud stays centered while its RMS radius grows.
  • More walkers make the measured MSD sit closer to the theory line.

MODEL NOTE

Two-dimensional unbiased walk

xₜ₊₁ = xₜ + ℓ cos φ, yₜ₊₁ = yₜ + ℓ sin φ

With independent φ and fixed step scale , the expected mean-square displacement is MSD(t) = tℓ². The finite sample wavers around that line.

OBSERVATION POLICY

This field runs a browser-local random-walk model with a fixed seed. Walkers are independent and unbiased; positions and calculations are not uploaded. It does not measure people, ability, health, or rankings.