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awgym(runtime, public)

An ARC training gym — a game a world model can watch, and six roles that play through it.

Name

awgym — An ARC training gym — a game a world model can watch, and six roles that play through it.

The problem it solves

A world model is only as good as the play it watches. Solver runs stream past, checkpoints get trained on whatever happened to be recorded, and nobody can answer "did the model actually get better at predicting the next grid?" against transitions it has never seen.

Instead of trusting / you check

instead of trusting
that a world model learned anything from the games it saw
you check
transitions captured from real play, fed back, and the retrodiction score falling on grids it never saw

Adopt it alone

Play one ARC game end-to-end with the world model watching every transition, then ask it to predict the next grid and watch the surprise score fall.

Install

install
pip install awgym

Where it sits in the path

  • Not on the path yet — reference only.

See also

awdk · awm · awrelay · awgit · awgraph · awfocus · awrun

Generated 2026-09-14 00:48Z from the ecosystem registry. A field here that is wrong is wrong in the registry — fix it there and this page follows.

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