We identify the critical boundary operator-norm profile of finite-prime composition operators on the Hardy–Hilbert space of Dirichlet series. For the renormalized positive coefficient operators converge uniformly in operator norm, with error, to an explicit multivariate weighted Hankel operator ; consequently, uniformly over . We show that the limiting operator admits the total-degree reduction where the diagonal factors are convolution-collision norms of the normalized prime weights. This structure, together with the affine comparison principle of Brevig and Perfekt, yields an explicit concentration inequality for , identifies the one-prime configurations as the exact equality cases in the limiting norm estimate, and gives a quantitative deficit away from them. For fixed , we also obtain a second-order expansion of the squared norm and fully finite-dimensional approximations with explicit total-degree and Dirichlet-sum truncation errors. Together, these results show that a single coefficient-operator structure governs the singular boundary profile, the fixed- perturbative regime, and certified finite-dimensional approximation.

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