If a wave packet experiences a fractional nonlinear change per interaction, and successive interaction phases are decorrelated, changes add as a random walk of size . Order-one transfer needs interactions, giving the displayed cascade time. Phase coherence or resonant constraints can alter this estimate; weakness alone does not justify random addition.
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