We prove explicit one-lag finite- lower bounds for using only the marginal probabilities and a selected-lag dependence coefficient of the event-generated -fields. Each finite statement uses one fixed coefficient convention, either ambient or finite restricted, rather than a limiting mixing assumption. In the case, a residue-class blocking argument and a one-sided approximate-independence inequality yield a free spacing parameter , spacing coefficient , and residual terms governed by . In the case, we give a simpler one-lag additive-correction bound based on strong-mixing covariance control. We compare these blocking estimates with the Chung–Erdős second-moment bound and with variance criteria for strongly mixing sequences, emphasizing that the -mixing estimate is not intended to replace full-rate variance bounds when the complete decay profile is available. A windowed rate corollary and a second-order Bonferroni refinement parallel the corresponding -dependent finite-sample results. The coefficient is sharp as a universal spacing constant only in the zero-residual sense: the full mixing classes contain -dependent block constructions with and that asymptotically attain the corresponding bound. This sharpness statement does not assert optimality of the residual penalties.

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