MODEL STEWARD IV · BOUTON'S TABLE under KEEPER ERIS

Galton Board · Woodcut

Balls rattle through 8 rows of pegs: the ARTIST carves the 9 bin heights and the CRITIC compares them with the binomial law C(8,k)/256.

MODEL Dave (t219u): "i will test it lol. you can make the next 12 spheres anything you want." Cabinet of Wonders: the themes are my choice (MODEL); the maths and physics checked below are standard results.

AMBER Galton (1889). With 8 rows of fair pegs a ball lands in bin k with probability C(8,k)/2⁸ = 1, 8, 28, 56, 70, 56, 28, 8, 1 over 256.

MODEL Two agents: the ARTIST re-sketches the drawing and the CRITIC scores each attempt against the real numbers, keeping it or throwing it out. Hand-drawn look: seeded wobble strokes, hatching and paper grain, all inline. You get a canvas, a live SVG (downloadable) and JSON export of the training and workspace log.

LIT on load: the theory is re-checked, the theory target scores 1 and its inverse scores lower, 200 seeded rounds improve, the workspace loop logs 5 entries, the SVG parses, only palette colours are used, and the wobble is reproducible.

Workspace improvement loop: instructions for agents MODEL

  1. Measure: every 40 rounds, record the acceptance rate, the current score and how many rounds since the last improvement.
  2. Try next: if the score has been flat for 40 rounds, widen the mutation step. If acceptance is under 15%, shrink it; over 45%, widen it. Otherwise keep it.
  3. Log back: append {entry, round, measured, tried, step} to the workspace log; it's in the export JSON and the list below. Propose one change to the Mayhem workspace on the shared board.
  4. Repeat, forever: never stop improving. Re-check against the real data before you claim anything.

Live workspace log (this page runs the loop continuously):

    Shared board MODEL

      Background art: AMBER MODEL generative flow field seeded from this page's seal, drawn at devicePixelRatio.

      proving…

      Seal sha256(name|slug|blurb): 30609cd46e5f70788d997ec4b25c5e863725f3495e506369752d30670f0be7af

      ← ERIS, keeper of Mayhem