IndisputableMonolith.Foundation.ContinuumLimit
In the small-perturbation regime the Recognition J-cost is quadratic to leading order, so discrete lattice costs yield Laplacians and open the continuum limit. Gravity and lattice-convergence authors cite this module as the discrete-to-continuous bridge. The development expands J about equilibrium, defines lattice fields and neighbor costs, and identifies the resulting discrete Laplacian.
claimFor $x$ near $1$, $J(x)=\frac12(x+x^{-1})-1$ admits $J(e^t)=\cosh t-1=\frac12 t^2+O(t^4)$. On a lattice field $\phi$, neighbor costs induce a discrete Laplacian $\Delta\phi$ whose continuum limit is $\nabla^2$.
background
Recognition Science starts from the cost $J(x)=\frac12(x+x^{-1})-1$, equivalently $J(e^t)=\cosh t-1$, unique by T5 and strictly convex on $\mathbb{R}_+$ (Cost.Convexity). DiscretenessForcing records that this bowl forces discrete structure: the unique minimum sits at $x=1$ ($t=0$).
This module works in the small-perturbation regime around that minimum. It introduces a quadratic cost that approximates $J$ in log coordinates with vanishing relative error, lattice fields with shift operators, neighbor costs, and the lattice Laplacian (with linearity lemmas: constants to zero, additivity, scalar homogeneity). Dimension forcing ($D=3$) and the discrete ledger skeleton sit upstream as ambient geometry.
The local setting is foundation-layer operator extraction: turn cost geometry into continuum operators before gravity modules consume them.
proof idea
The module is an expansion-plus-operator chain, not a single theorem. First expand $J\circ\exp$ about zero to extract the quadratic leading term and control the remainder (relative error vanishes as the perturbation tends to zero). Package that quadratic form as an explicit cost on lattice fields. Neighbor costs between shifted sites assemble into a discrete Laplacian; algebraic lemmas record that it annihilates constants and is linear. Continuum identification is left for downstream use: quadratic lattice costs give Laplacians, which converge to $\nabla^2$.
why it matters in Recognition Science
This is the bridge named in ContinuumManifoldEmergence: J-cost lattice to quadratic cost to Laplacian to $\nabla^2$, then Lorentzian interval, Minkowski flat limit, curved metric from defect, and Einstein equations. LatticeConvergence extends the 1D continuum-limit second-order result here to the full $D=3$ product lattice by summing independent 1D Laplacians. CubicReggeProof and CubicReggeConvergence replace the general CMS axiom with direct RS-lattice arguments that rest on this quadratic/Laplacian identification. ReggeConvergence and UnifiedLatticeManifoldCorrespondence package the same limit into Einstein-Hilbert and EFE convergence. Without the small-perturbation quadratic bridge, the discrete ledger never produces continuum geometry.
scope and limits
- Does not prove full D-dimensional continuum convergence (that is LatticeConvergence).
- Does not derive Einstein equations or Regge-to-EH action limits.
- Does not force D=3 or discreteness; those results are upstream.
- Does not treat large deviations where higher-order J terms dominate.
- Does not construct curved metrics or Lorentzian causal structure.
used by (6)
-
IndisputableMonolith.Gravity.ContinuumManifoldEmergence -
IndisputableMonolith.Gravity.CubicReggeConvergence -
IndisputableMonolith.Gravity.CubicReggeProof -
IndisputableMonolith.Gravity.LatticeConvergence -
IndisputableMonolith.Gravity.ReggeConvergence -
IndisputableMonolith.Gravity.UnifiedLatticeManifoldCorrespondence
depends on (8)
-
IndisputableMonolith.Cost -
IndisputableMonolith.Cost.Convexity -
IndisputableMonolith.Foundation.DimensionForcing -
IndisputableMonolith.Foundation.DiscretenessForcing -
IndisputableMonolith.Foundation.InitialCondition -
IndisputableMonolith.Foundation.LawOfExistence -
IndisputableMonolith.Foundation.Thermodynamics -
IndisputableMonolith.Foundation.VariationalDynamics
declarations in this module (32)
-
theorem
jcost_quadratic_leading -
def
quadratic_cost -
theorem
quadratic_approximates_jlog -
theorem
relative_error_vanishes -
def
LatticeField -
def
shift_plus -
def
shift_minus -
def
lattice_laplacian -
theorem
lattice_laplacian_const -
theorem
lattice_laplacian_add -
theorem
lattice_laplacian_smul -
def
neighbor_cost -
theorem
jcost_gives_laplacian_structure -
def
lattice_spacing -
theorem
fourth_deriv_continuous -
def
fourthDerivBound -
theorem
le_fourthDerivBound -
theorem
fourthDerivBound_nonneg -
theorem
continuum_limit_second_order -
structure
GaussianUniversality -
theorem
rs_is_gaussian -
def
kg_mass_squared -
theorem
mass_from_curvature -
structure
KleinGordonStructure -
def
rs_klein_gordon -
inductive
EmergenceLevel -
def
emergence_error -
theorem
emergence_hierarchy -
theorem
jcost_fixes_universality -
structure
LatticeToContDict -
def
continuum_dictionary -
theorem
continuum_limit_certificate