In this paper, we investigate the analytic properties of the Hardy-type operator on the -dimensional integer lattice graph , where and is a critical Hardy potential at infinity–arising naturally from discrete Hardy inequalities. We derive sharp fixed-pole Green kernel estimates on and obtain a necessary and sufficient weighted summability condition characterizing the solvability of the nonnegative Poisson problem associated with this operator. Building upon this classification, we provide a complete characterization of the nonexistence of positive solutions to the semilinear elliptic inequality where , , , and are strictly positive potentials satisfying the asymptotic behaviors and as , with .

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