Emergence of Superintelligence from Collective Near-Critical Dynamics in Reentrant Neural Fields

TL;DR

This paper proposes that superintelligence emerges from collective critical dynamics in neural systems, where phase transitions and self-organized criticality create a stable, flexible cognitive regime distinct from simple quantitative scaling.

Contribution

It introduces a unified dynamical field-theoretic framework showing how collective coupling drives neural systems toward criticality, leading to superintelligence as a phase transition rather than mere scale expansion.

Findings

Identification of power-law scaling in collective relaxation rates

Demonstration of a meta-stable infrared phase with long-lived inference trajectories

Establishment of a protected critical regime balancing coherence and flexibility

Abstract

Superintelligence is commonly envisioned as a quantitative extrapolation of human cognitive abilities driven by scale and computational power. Here we show that qualitative transitions in intelligence instead arise as dynamical phase transitions governed by collective critical dynamics. Building on a unified dynamical field-theoretic framework for cognition, we demonstrate that progressive collective coupling generated by reentrant mixing drives the system toward an infrared critical regime in which an extensive band of slow collective modes emerges. This spectral condensation reorganizes cognitive dynamics from localized relaxation to coherent motion along emergent low-dimensional manifolds. Through numerical analysis of the time-scale density of states, we identify robust power-law scaling of collective relaxation rates with well-defined critical exponents, placing the system within the universality class of self-organized critical many-body dynamics. Criticality alone would generically lead to instability. We further show that homeostatic regulation introduces a gapped stabilizing direction that protects the collective critical sector, yielding a dynamically maintained meta-stable infrared phase in which long-lived inference trajectories persist without collapse. The coexistence of scale-free collective dynamics and global stabilization defines a protected sector-critical regime in which coherence and internal flexibility coexist. Superintelligence therefore corresponds to a distinct dynamical stability class--a self-organized critical phase embedded within a stabilized cognitive manifold--rather than a smooth quantitative continuation of existing cognitive systems.