third operator of the tri-kernel

∂H/∂τ = -LH, H₀ = I, so H_τ = exp(-τL)

temperature τ controls scale

answers: "what does the graph look like at scale τ?"

high τ explores (annealing), low τ commits (crystallization)

provides adaptive context — the thermostat of collective attention

positivity-preserving, semigroup: H_{τ₁} H_{τ₂} = H_{τ₁+τ₂}

Chebyshev polynomial approximation gives h-local computation with bounded error

locality: Gaussian tail decay, h = O(log(1/ε)) hops

the adaptation force — metabolism, phase changes, the ability to shift

universal pattern

  • physics: thermostat, phase changes
  • biology: metabolism, immune plasticity
  • ecology: seasons, succession, disturbance
  • economics: booms, busts, revolutions

together with diffusion and springs forms the tri-kernel that computes cyberank

see tri-kernel for completeness proof

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Local Graph