• second operator of the tri-kernel
  • graph Laplacian L = D - A, screening μ > 0, reference x₀
  • (L + μI)x* = μx₀
  • answers: “what satisfies structural constraints?”
  • encodes hierarchy — keeps connected nodes at consistent levels
  • deviation from structural equilibrium is detectable via residual
  • the screened Green’s function (L+μI)⁻¹ has exponential decay, ensuring locality
  • positive semi-definite, null space = constant vectors
  • locality: exponential decay via screening parameter μ
  • the structure force — an elastic lattice that holds things in place
  • universal pattern
    • physics: elastic lattice, tensegrity
    • biology: skeleton, connective tissue
    • ecology: food webs, symbioses
    • economics: institutions, contracts, norms
  • together with diffusion and heat kernel forms the tri-kernel that computes cyberank
  • see tri-kernel for completeness proof
  • discover all concepts