Published June 2, 2026 | Version 1.0
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Constructibility-Constrained Coherence Dynamics (CCCD)

  • 1. ROR icon Azerbaijan Technical University

Description

We propose Constructibility-Constrained Coherence Dynamics (CCCD), a formal framework unifying three previously separate research programs: AI alignment theory, complex systems stability analysis, and information-geometric dynamics. The central claim is that these elds study dierent projections of a single underlying objectthe coherence-preserving evolution of cognitive systems on stochastic information manifolds. We introduce a formal axiom system dening cognitive manifolds, constructibility constraints, and coherence functionals, and derive conditions under which coherence-decreasing trajectories become dynamically unreachable. We further reinterpret contradiction metabolism as manifold re-projection, and reformulate alignment not as behavioral matching but as admissible trajectory selection under constructibility constraints. The framework yields falsiable predictions distinguishing CCCD-compliant from CCCD-violating systems, and provides a bridge to runtime monitoring via proxy observables including entropic drift, KL divergence load, and curvature proxies. Our primary operational focus is transformer-based articial cognitive systems.

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CCCD_draft_v02_arxiv.pdf

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Additional titles

Subtitle (English)
Toward a Formal Information-Geometric Theory of Intelligence, Alignment, and Structural Stability