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We introduce a family of deformed Bailey pairs whose -series, which converge in a two-step limit ( followed by ) to Dirichlet -functions scaled by . This construction generalizes to arbitrary bounded arithmetic progressions via character weights, providing a unified -series asymptotic for . Our approach unveils deep connections between the combinatorial machinery of Bailey chains and analytic number theory, with applications to special values like Euler-Mascheroni constant.

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