Devanik21/Non-Equilibrium-Cognitive-Field
A coupled oscillator field where the local learning rules (α_i, β_i, γ_i) themselves evolve as a second-order dynamical system, constrained by an identity curvature functional H[L], with Lyapunov-gated rollback of destructive meta-updates — unified in a single implementable architecture.
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