statsAndKpis

The seed is not enough: call order decides

A generated composition rebuilt entirely from a short seed that exposes the call order bug: with one shared generator, switching on the extra layer eats the first numbers of the stream and moves or recolours 26 of the 26 previous elements under the same seed, while a per channel generator (keyed by seed, channel and layer) changes 0 and the layer only adds. The component regenerates the composition twice and confirms element by element that it comes out identical.

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Every component ships with its reproduction prompt: the text you paste into an AI builder to get exactly this piece. The values above are editable, and the prompt you copy carries the ones you chose, so what gets generated is what you were looking at.

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