We study permutations that avoid while satisfying the adjacency constraint for some . We first show that every admissible permutation is localized within vertical distance of the reverse diagonal, revealing a strong global restriction imposed by the interaction between pattern avoidance and bounded adjacency. For every fixed , we then construct an exact finite-state description of the family, with precisely realizable states. This yields an explicit transfer-matrix enumeration and, in particular, a rational generating function for every fixed ; consequently, the enumeration sequence satisfies an eventual constant-coefficient linear recurrence. We further identify the exponential growth rate with the spectral radius of the corresponding transfer matrix and show that , is nondecreasing in , and converges to the Catalan growth constant as . Finally, we show that the bounded-adjacency constraint breaks the ordinary length-three Wilf equivalence, and we develop algorithmic and graph-theoretic interpretations of the family, including a correspondence with constrained Hamiltonian paths in powers of the path graph.

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