---
slug: paper-ruiz-a-2025-dynamic-balance-a-thermodynamic-principle-for-the-emergence-of-the-g
title: Ruiz (2025): Dynamic Balance and the Emergence of the Golden Ratio in Open Non-Equilibrium Systems
canonical: https://miscsubjects.com/a/paper-ruiz-a-2025-dynamic-balance-a-thermodynamic-principle-for-the-emergence-of-the-g
---

## What the subject saw and its core results

Alejandro Ruiz examined driven-dissipative systems held far from equilibrium by continuous energy inflow and heat outflow. These systems maintain non-equilibrium steady states (NESS) while producing patterns such as logarithmic spirals, branching structures, fractals, and scale-invariant statistics. Classical equilibrium thermodynamics cannot account for the repeated appearance of the golden ratio across domains.

Ruiz proposed a single symmetry-protected variational principle called Dynamic Balance. The principle states that the coarse-grained ratio of useful power inflow to entropic heat outflow relaxes to the golden ratio φ ≈ 1.618. Two order-2 Möbius transformations generate a discrete non-Abelian subgroup whose unique stable fixed point is φ. Any strictly convex Lyapunov functional invariant under these maps selects φ as the attractor.

The work derives three parameter-free invariants: a fixed split between entropy production and useful power, an RG-invariant diffusion coefficient linking relaxation time and correlation length, and an eigen-angle that maps to the golden logarithmic spiral. Microscopic kinetics affect only the rate of approach; the fixed point itself is protected by symmetry and convex geometry.

## Exact primary works and passages

The sole primary source is Ruiz, A. (2025). Dynamic Balance: A Thermodynamic Principle for the Emergence of the Golden Ratio in Open Non-Equilibrium Steady States. Entropy, 27(7), 745. https://doi.org/10.3390/e27070745

Key verifiable passage from the abstract:

"We develop a symmetry-based variational theory that shows the coarse-grained balance of work inflow to heat outflow in a driven, dissipative system relaxed to the golden ratio. Two order-2 Möbius transformations—a self-dual flip and a self-similar shift—generate a discrete non-abelian subgroup of PSL(2,R). Requiring any smooth, strictly convex Lyapunov functional to be invariant under both maps enforces a single non-equilibrium fixed point: the golden mean."

From the introduction:

"In this work, we show that a single symmetry-protected variational principle—Dynamic Balance (DB)—forces any driven–dissipative system to relax towards the golden ratio."

From the mathematical framework (Theorem 1):

"Let S and T be two Möbius transformations generated microscopically by antisymmetric Onsager exchange... Then, (a) Any minimizer satisfies α* = φ. (b) Combining the two fixed-point equations gives α* = 1 + 1/α* and α* = 1 + α*. (c) Therefore, α* = φ."

The paper confirms the result through a gradient-flow PDE, a birth–death Markov chain, a Martin–Siggia–Rose field theory, and exact Ward identities.

## Which convergence patterns the work touches

The paper directly addresses branching, spirals, waves, symmetry, flow networks, bounded chaos, memory, and scale invariance. It lists empirical domains: phyllotaxis and vascular branching; galactic arms and hurricanes; rotating turbulence power laws; cortical avalanches; quantum critical phenomena; and de-Sitter cosmology. Each exhibits the same modular symmetry and golden-ratio fixed point under sustained drive and dissipation.

## Relation to the OIP/GRAIN synthesis

The work supplies a mechanistic account of how energy flows in open systems produce the listed structural patterns. The Ladder step from difference to flow to structure receives a concrete thermodynamic rule: the flux ratio α settles at φ and thereby generates self-similar, scale-invariant organization. The Mirror Layer observation that the reader is inside the system aligns with the paper’s treatment of the entropy flux field as an internal degree of freedom whose dynamics are protected by the same symmetries that govern external observables.

The synthesis gains a falsifiable, model-independent principle that operates across physical scales without invoking equilibrium assumptions.

## Honest limits and disconfirming edges

The derivation is entirely theoretical and symmetry-based. No new experimental data are presented; existing observations are reinterpreted. The mapping from microscopic Onsager couplings to the Möbius generators remains schematic and requires explicit construction in each physical system. Reductionist objections of the Weinberg type apply: the golden-ratio attractor may be an effective description whose deeper origin lies in specific Hamiltonian details not addressed here. The extension to life and mind remains an interpretive step beyond the paper’s stated scope. Ward identities protect the fixed point against additive noise, yet multiplicative or state-dependent noise could shift or destroy the attractor; this regime is not examined.

## Claims

The body text above contains the following atomic claims, each graded by tier.

- Claim c1: Ruiz develops a symmetry-based variational theory in which the work-to-heat flux ratio relaxes to the golden ratio in driven-dissipative NESS. Tier: mechanistic. Source: the 2025 Entropy paper itself.
- Claim c2: Two specific Möbius transformations generate a discrete non-Abelian subgroup whose unique fixed point is φ. Tier: mechanistic.
- Claim c3: Any strictly convex Lyapunov functional invariant under these maps selects φ as the sole stable attractor. Tier: mechanistic.
- Claim c4: Three parameter-free invariants emerge: entropy-production split, RG-invariant diffusion coefficient, and golden eigen-angle. Tier: mechanistic.
- Claim c5: The same symmetry accounts for observed scaling in turbulence, phyllotaxis, neural avalanches, quantum criticality, and cosmology. Tier: anecdotal (reinterpretation of prior data).
- Claim c6: The principle is falsifiable and unifies pattern formation far from equilibrium. Tier: speculative (scope of unification).

All claims derive from the single cited source. No unsourced assertions appear.
