tool · pip install awpredict

awpredict

Predict what your environment does next, and how surprised you were.

The problem

An agent that cannot anticipate its environment can only react. Every framework that offers this makes you adopt its whole training stack to find out whether a learned model beats the lookup table you already have.

instead of trusting

a model because it trained without erroring

you check

its prediction against a self-updating lookup, on the rows that are actually novel

Adopt it

pip install awpredict

Wrap an environment you already have and ask it what happens next.

Pairs with

awm

Pairing is composition, never dependency — awpredict installs and runs on its own.

The rest of the Aither World

Every brick below is live, drawn from that repository's own published manifest.