We introduce a finite-state framework for discrete -density and compression-radius profiles of lattice knots. At a lattice length level , we consider representatives of a fixed knot type modulo orientation-preserving lattice isometries, and optionally restrict to subgraphs generated from specified seeds by a local move system such as BFACF moves. Raw density and compression functionals are attached directly to lattice polygons; a smoothed version permits controlled perturbation, corner rounding, thickness certification, and normalization. For a fixed explored graph and finite smoothing scheme, we prove finite computability, monotonicity under increasing length caps, and componentwise inequalities under graph mergers. We also introduce a two-parameter filtration by lattice length and by a density or compression threshold, giving a computable discrete counterpart of continuous filtered knot spaces. The analytic lattice-to-continuous approximation problem remains open. As preliminary computations, we give raw-lattice data for the square unknot and a -edge cubic-lattice trefoil, together with a restricted trefoil profile for . We further evaluate density and compression along verified seed-generated BFACF mirror-merge certificates for the amphichiral knots and . The certificates have, respectively, states and moves under the cap , and states and moves under the cap . Exact separation at the preceding admissible levels yields seed-specific mirror barriers and . Along both paths, density and compression behave as competing rather than redundant objectives. All numerical values are explicitly raw-lattice or seed-generated and are not claimed to be exhaustive smoothed knot-type invariants.

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