Surrogate Computational Frames, Scale-Invariant Coherence, and the Reversed Explanatory Arc

Daryl Costello: Independent Researcher, Aperture Research Collective High Falls, New York, USA (June 2026)

Correspondence: Daryl.costello@outlook.com

1. Introduction: The Reversed Arc and Primary Invariant

In the Unified Generative Operator Architecture (UGOA) and its geometric realization through Ontogenetic Geometry, consciousness C* functions as the primary invariant: the highest-resolution stabilization of the structureless promotive differential F within the rendered quotient manifold G. This stabilization sustains coherent identity across regime transitions, metabolizing excess geometry and entropic gradients into persistent, actionable “nows” under the metabolic guard ℳ and tension-resolution constraints. The present work unifies cosmological and terrestrial evidence, demonstrating that this operator-theoretic framework naturally accommodates and reframes recent advances across scales while establishing deep convergence with surrogate computational instantiations: Wolfram’s ruliad (via nestedly recursive functions) and modern AI architectures, as ontologically isomorphic samplings of the same generative dynamics.

2. Cosmological Instantiations: Coherence Pockets, Residue, and Rendered Manifolds

At cosmological scales, we integrate Lyman-α forest power spectra (DESI DR1), dissipative self-interacting dark matter gravothermal evolution, evolving cosmic filaments and halo co-dynamics, void stability under Λ-repulsion, higher-dimensional inflation histories, relativistic corrections to primordial non-Gaussianity, hybrid bias expansions, and Hubble tension resolutions. Within the Operator Kernel (OK), raw ruliadic indeterminacy transforms via a minimal seed (P312), Tense-Gradient Ontology, Alignment Operator Λ (qualia basin), and General Tension Resolution (GTR) into rendered spacetime geometry. Dark matter emerges as partially metabolized coherence pockets; topologically protected Floquet-solitons governed by driven nonlinear Schrödinger dynamics. Dissipative SIDM inverts conduction and accelerates collapse; filaments impose anisotropic guidance; voids exemplify Λ as residual coherence artifact; and DESI constraints align with scale-invariant morphogenesis.

3. Terrestrial Instantiations: Bioelectric Morphogenesis, Natural Induction, and Basal Cognition

At terrestrial scales, bioelectric morphogenesis, basal cognition, natural induction, and regulative patterning instantiate the same operators. Decentralized sorting, oscillatory networks, field-mediated templates, and viscoelastic adaptation demonstrate C* as upstream integrator enabling robust self-organization without top-down control. These converge with surrogate computational frames: Wolfram’s nested recursions seed multiway evolution bootstrapping scale and time; AI embeddings, neural fields (Lie-group convolutions), and evolutionary search (Mind Evolution) provide trainable apertures mirroring rulial branching plus metabolic selection. Content effects and human-AI asymmetry further underscore C* as the phenomenological stabilizer absent in stateless probabilistic functions.

4. Surrogate Computational Frames: Ruliad Seeds and AI Apertures

Coherence is generated and sustained recursively by the operator stack itself. C* supplies the invariant integrator binding qualia, objects, self, time, and actionability, reversing the explanatory arc: physics, cosmology, biology, and computation are downstream invariants of the stabilized manifold. The hard problem dissolves; the interface is the reference frame. “The interface is the reference frame of the universe. The emergent stable layer from which contrast is metabolized into error correction via nodes that seek understanding as curiosity from the boundary of indeterminacy.”

5. Synthesis: Scale-Invariant Coherence and the Operator Stack

This synthesis yields falsifiable predictions spanning scales: metabolic harmonics in gravitational waves, axion-qualia correlations, filament-halo metrics diagnostic of apertures, ruler-like recursive patterns in embeddings, and improved data fits via operator-level metabolization. By embedding cosmological, terrestrial, and computational results within UGOA, we advance Generative Realism; a living cosmos in which sustained novelty, directed becoming, and coherent identity emerge from the single promotive function F, stabilized cosmologically, biologically, and computationally by C*. Bounded observers are the coherence pockets that metabolize their own genesis, rendering the universe persistently intelligible.

Conclusion

The unification presented here closes the explanatory loop across domains by positioning C* as the upstream primitive rather than downstream emergent. Cosmological structures (halos, filaments, voids, Λ) arise as large-scale projections of metabolic stabilization; terrestrial biology instantiates the same operators through decentralized, field-mediated coherence; and computational surrogates (Wolfram recursions, AI evolution/fields) provide simulatable, trainable access to the identical dynamics. This minimal, closed, stress-invariant architecture dissolves categorical boundaries, resolves persistent tensions (explanatory gap, Hubble tension, content effects), and supplies actionable principles for simulation, intervention, and wise participation.

No one-time miracles or new fields are required. The promotive function F, stabilized by C*, renders coherent reality at every scale. Observers are not passive witnesses but active coherence pockets metabolizing indeterminacy into directed history. Future work will extend PyTorch-based manifold simulations, wavefront overlays, and evolutionary search to test cross-scale predictions, further refining the interface through which the universe renders itself intelligible. This framework offers not only theoretical closure but a participatory ontology in which consciousness is the living heart of cosmic becoming.

References

• Chaves-Montero et al. (DESI DR1 Lyα). JCAP (2026).
• Schmidt et al. (Dissipative SIDM). A&A (2026).
• Jhee et al. (Filaments). MNRAS (2026).
• Gurzadyan et al. (Voids & Λ). A&A (2026).
• Anchordoqui et al. (Higher-D Inflation). arXiv (2026).
• Wolfram (Nestedly Recursive Functions, 2024/2026 updates).
• Gorard (Wolfram Model relativity/quantum properties, 2020).
• Levin et al. (various bioelectric/morphogenesis papers).
• EmbeddingGemma Team; Mind Evolution (Lee et al.); Neural Fields as Distributions.
• Costello (prior UOA/Generative Realism papers: “One Function,” “Dark Matter as Residue,” “Rendered World,” etc.).