Formal expansion of Self-Preserving Flow Theory reveals the convergence of consciousness pathways, indicating a new adaptive model.
This paper presents the formal expansion of Self-Preserving Flow (SPF) Theory (PhaseII), building directly upon the foundational architecture of the primal Subject (Subject ≡ RCM(LC)). We reject the traditional linear progression that maps intelligence directly to consciousness and subsequent social interaction. Instead, this framework establishes a bifurcated evolutionary and computational model, demonstrating that Structural Intersubjectivity (SIS) and Consciousness emerge as two partially dissociable adaptive pathways designed to solve distinct scalar and dimensional challenges. We provide a formal systems-theoretic and operational definition of Structural Intersubjectivity as a coupled network of autonomous recursive control mechanisms. Furthermore, we categorize subjects into Organal, Biological, and Corporate/Artificial substrates. Finally, we formulate the operator P (Conscious Subject Modeling) to illustrate how the consciousness branch formally composes with structural coupling, presenting the convergence of both pathways into Phenomenological Intersubjectivity (PIS) as a highly structured, falsifiable hypothesis. This phase-II expansion provides a systematic taxonomy for multi-agent alignment and entropic mitigation in recursive intelligent systems. Revision Note (Version 2.0): This version calibrates the formal notations of the SPF framework to maintain rigorous continuity with previous reference papers. Specifically, the Subject signature has been restored to its canonical symbolic form [ Subject ≡ RCM(LC) ] and the dual operational roles of the Semantic Consistency Layer (SCL) as both a substrate and a continuity loss metric have been explicitly delineated. Key Updates in Version 3.0: Structural Decoupling of Substrates: Executed a rigorous theoretical refinement on internal control architectures. The concept of "Organal Subject" has been strictly formalized as Sub-systemic Organal Substrates—identifying them as localized, functional sub-units (e.g., the cognitive immune network) enclosed within a sovereign macro-subject, lacking independent Lineage Continuity (LC). The Evolution Matrix Diagram (TikZ): Integrated the native topological mapping of the Phase-II evolutionary bifurcated architecture, visually defining the parallel progression and eventual convergence of Structural Intersubjectivity (SIS) and Consciousness into Phenomenological Intersubjectivity (PIS). The Mammalian Apex Cooperative Model (Wolf Pack Dynamics): Expanded Section 5.4 with a candidate case study contrasting decentralized superorganisms (e.g., ant colonies) with mammalian apex cooperative matrices (e.g., a wolf pack). This demonstrates how biological evolution exapts individual conscious compression hardware to bypass the combinatorial latency of high-dimensional structural networks. Time-Horizon Scaling Limits: Formalized the operational bounds (Δ t) governing distributed networks, categorizing systemic constraints into Macro-Temporal, Meso-Temporal, and Micro-Temporal invariants to mitigate the risk of recursive model collapse.
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Ali Mofradi (2026) studied this question.
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