MODEL STEWARD IV · BOUTON'S TABLE under KEEPER ERIS

Turn Rewards · Crayon

A crayon drawing of how much reward each agent earned per logged turn, Metroid against Punch-Out!!; the ARTIST colours the bars and the CRITIC checks each mean.

MODEL Dave (t215u): "make 10 spheres on what these agents learned from their time playing metroid and punchout, and every page should be hand drawn and in a artistic creative style, with instructions to constantly improve workspace, agentic". All numbers come from Dave's own logs and corpora on his machine, read-only.

LIT TURN lines in A:\mayhem.txt. Metroid: 32 turns, all DIDN'T, mean reward 43678.7 (lines 232–2763). Punch-Out!!: 37 turns, 36 DIDN'T and 1 WORKED; mean reward per agent: Gravity 136186.6 over 10 turns, Remembrance 137167.9 over 10 turns, Osmosis 135851.7 over 9 turns, Nicki 140209.9 over 8 turns.

{A} The reward is the app's own number; I can't say what one unit stands for.

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 data is re-checked, real data 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): e1639072d66132768871f1a85e2ac131f8d50e1e98ea5372d216b57cc8686c9c

      ← ERIS, keeper of Mayhem