We extend the empirically calibrated H1 Dyadic Law (v2. 3. 1) — a predictive toy model of resonance in two-mind interactions via surprise minimization (∆F) — to domain-agnostic collective regimes. Large-scale simulations (10 million dyads) reveal a striking invariant: approximately 4. 6% of realizations achieve ultra-low ∆F ≤ 0. 0015 (the Mbele resonant core, φR ≈ 0. 046), independent of ensemble size, collective gating, or OFF-state ablation. This resonant core fraction emerges intrinsically from the pairwise dyadic kernel.
Christopher Chisa Mbele (Thu,) studied this question.