02 / COUNTER · 97 PARAMETERS

Know when to stop chasing.

The ball is on the right. Should the paddle follow it? Counter uses the ball’s direction to choose between meeting a return and getting ready for the next one.

Same position. Different direction.

Change only the ball’s direction. Watch the move change.

Reading Counter’s signals…

A signal becomes a strategy.

The departure neuron does not move the paddle by itself. Its connections let later neurons change the target. Follow shares one signal between actions; Counter combines signals into a strategy. Both are programs written directly in weights.

That understanding gives us a concrete design instruction: use a separate recovery target when the ball departs. We included this instruction in the prompting experiment, then checked whether changing direction affected the returned network’s decisions.

NEXT · FROM HOW IT THINKS TO FINDINGSFrom a mechanism to a promptDescribe prediction, recovery and aiming in words. Did those ideas become behavior in the weights?See the evidence
PONG / LOCAL IMPORT

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Choose a self-contained ONNX file with six observations and three action scores: left, stay, right. Your weights stay in this browser. Model requirements

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