Update – Dual-Mode Relational Mass, Petrine Layer & Adaptive Constraint Engine

  Following the initial introduction, the Hybrid Morphogenic stack has been hardened into an operational prototype:
Dual-mode relational inertia (m_n) with degree-normalized, mode-dependent bridging (Omega_n) (Stabilus (beta=0.18) / Morphara (beta=0.06))

Common Lyapunov function (V_c) ((kappa=0.85)) that decreases monotonically through mode switches

Petrine Layer – slow adaptive base stability scores (Lambda_n^{(0)})

Adaptive Constraint Engine (ACE) – soft envelope guardrails (order, coherence, Lyapunov, frequency) with automatic interventions

48-agent smoke test results (two entropy stress pulses):

Final order parameter (R = 0.9998)

Mean coherence (langle Crangle approx 0.86)

Global frequency locked at (0.2999)

(V_c) collapsed from ~16.4 to (0.004)

ACE intervened early while the lattice was still forming, then stayed silent once inside the safe envelope

The system now has a complete minimal loop:

local dual-mode agents → relational mass → Petrine adaptation → ACE supervision → live Lyapunov monitor.

Happy to share the current parameter table, the smoke-test figures, or the code if anyone wants to pressure-test it, map it onto a spiking abstraction, or scale the agent count.

Looking forward to feedback on where this coordination / resilience layer would be most useful inside the Neuromorphic Computing Project.