We develop a systematic perturbation theory for the Helmholtz free energy of a classical -body system within the mesoscopic framework of~\cite{OsanoMeso,OsanoExtensivity}. The combined coarse-graining operator acting on single-particle phase space partitions it into product cells and generates a mesoscopic partition function whose reference level factorises by the multinomial theorem: . Perturbation theory for in the inter-cell perturbation yields the mesoscopic Gibbs–Bogoliubov inequality and an exact coupling-parameter integration formula. The full free energy satisfies \begin{equation*} F(λ)={\rm meso}(λ)-k_BT!\sum{i<j}I(i,j;λ)+O!\left(|Λ|\ell^{-d}e^{-2\ell/ξ}\right), \end{equation*} where the inter-cell mutual informations are the corrections identified in the extensivity analysis. The first-order theory recovers the van der Waals equation and the Barker–Henderson result; the second-order term converges to the structure-factor formula in the fine-cell limit. For long-range interactions, factorisation fails, and the mutual-information corrections quantify the resulting non-extensivity.

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