We study dimension-free Bohnenblust–Hille inequalities for local operators on systems of -level qudits. For the operator space of support at most , uniformly over all tensor-product orthonormal operator bases, we prove a Bohnenblust–Hille inequality with the optimal exponent and a constant of order . Our proof is intrinsic, based on a one-site scalarization and block-transversal decoupling, and does not rely on a scalarization to the cyclic group or on a Remez-type argument. We complement the upper bound by showing that the asymptotic exponential Bohnenblust–Hille base satisfies with universal constants . In this sense, the present work may be viewed as continuing the line of work of Slote–Volberg–Zhang from a complementary intrinsic viewpoint. We also revisit their Gell–Mann and Heisenberg–Weyl scalarization procedures. In the Heisenberg–Weyl setting, the prime-dimensional case already yields the optimal interaction exponent, whereas for composite the scalar total degree used in their reduction leads to a larger exponent. A~support-sensitive formulation recovers the optimal interaction exponent for every , while the intrinsic argument gives the stronger dependence on the local dimension. As further consequences, we determine the sharp scale, up to factors exponential only in and , of coefficient -normalization and unconditionality on the exact-support spaces. This yields dimension-free coefficient sparsification, including sparse generalized-Pauli approximation in Heisenberg–Weyl coordinates, as well as normalization and query bounds for canonical LCU/qubitization constructions.

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